[1] 1 2 3 4 5[1] 1 2 3 4 5Quant Bootcamp
Sahil Deo and Jayati Sharma
About CPC
- Founded in 2014, CPC Analytics is a data-driven public policy consulting firm. It has offices in Berlin & Pune
- Aims to bring together qualitative and quantitative research methods
- CPC’s team of economists, social scientists, and software engineers support public sector organizations and businesses to undertake policy research and collect, analyze and visualize data
- Select clients: WHO, GIZ, Save the Children, SIEMENS
A Little About You
- Your name
- Your profession
- Have you learnt any programming language/coded before?
- Anything more you would like to share :)
Why Quant Bootcamp?
- Need for social scientists with quantitative skills
- Bridging the gap between qualitative and quantitative research
- R as a programming language is efficient for data analysis
Opening R
- This is what your RStudio screen looks like
Source : University of Melbourne
Objects in R
The most common type of object in R is
vectorVectors can store all types of data: integers, characters, logical
- Similarly, another vector with characters can be made
Objects in R
- Factor object encodes a vector of unique elements into levels
- Can you try making a vector called
agewith 5 values?
Objects in R
- Dataframes are tabular data objects
- Each column in a dataframe is a vector
- You can create a dataframe using the vectors you just created
R Projects
Content for this topic has been sourced from Danielle Navarro’s workshop. Please check out her work for detailed information.
What?
- For organising files in a project
- A tool to track your project
In their own words, RStudio projects make it straightforward to divide your work into multiple contexts, each with their own working directory, workspace, history, and source documents
Why
Although R keeps track of various different events that have happened but it has no idea which events are associated with particular project
Convenience
- Keeps things tidy and smooths the process
Functionality
- An RStudio project creates a
.Rprojfile that links the different scripts, data sets, etc within a particular folder on your computer - Also makes it easier to share code with others
- An RStudio project creates a
R Projects
Content for this topic has been sourced from Danielle Navarro’s workshop. Please check out her work for detailed information.
How?
Go to the the little blue menu in the top the top right corner in RStudio, click on the dropdown menu, and select ‘New Project’
You can either:
- Choose to open a project in a new directory
- Or choose to work in an existing directory
Once you’ve created the project, if you have a look at the folder in Windows Explorer / Mac Finder in the respective directory, you’ll see your file!
Packages and Libraries
- When using R, you will be writing functions to perform operations
- Essentially, a package is a collection of functions
- You need to install a package only once using
install.package - However, you need to
loadit every session
Data Wrangling in R
What?
- While exploring your data, you would want to transform your data to understand the variables
- This process of transforming and manipulating data is called data wrangling
Why?
- Because you almost never will get data that is not in the format you want it in: you need to modify the variables, delete, add new etc
- To do exploratory analysis, you need to understand how to transform variables
Data Wrangling in R
How?
- The
dplyrpackage consists of many functions that help with data manipulation
Loading your dataset
- We will use the
Carseatsdataset for this topic
Sales CompPrice Income Advertising Population Price ShelveLoc Age Education
1 9.50 138 73 11 276 120 Bad 42 17
2 11.22 111 48 16 260 83 Good 65 10
3 10.06 113 35 10 269 80 Medium 59 12
4 7.40 117 100 4 466 97 Medium 55 14
5 4.15 141 64 3 340 128 Bad 38 13
6 10.81 124 113 13 501 72 Bad 78 16
7 6.63 115 105 0 45 108 Medium 71 15
8 11.85 136 81 15 425 120 Good 67 10
9 6.54 132 110 0 108 124 Medium 76 10
10 4.69 132 113 0 131 124 Medium 76 17
11 9.01 121 78 9 150 100 Bad 26 10
12 11.96 117 94 4 503 94 Good 50 13
13 3.98 122 35 2 393 136 Medium 62 18
14 10.96 115 28 11 29 86 Good 53 18
15 11.17 107 117 11 148 118 Good 52 18
16 8.71 149 95 5 400 144 Medium 76 18
17 7.58 118 32 0 284 110 Good 63 13
18 12.29 147 74 13 251 131 Good 52 10
19 13.91 110 110 0 408 68 Good 46 17
20 8.73 129 76 16 58 121 Medium 69 12
21 6.41 125 90 2 367 131 Medium 35 18
22 12.13 134 29 12 239 109 Good 62 18
23 5.08 128 46 6 497 138 Medium 42 13
24 5.87 121 31 0 292 109 Medium 79 10
25 10.14 145 119 16 294 113 Bad 42 12
26 14.90 139 32 0 176 82 Good 54 11
27 8.33 107 115 11 496 131 Good 50 11
28 5.27 98 118 0 19 107 Medium 64 17
29 2.99 103 74 0 359 97 Bad 55 11
30 7.81 104 99 15 226 102 Bad 58 17
31 13.55 125 94 0 447 89 Good 30 12
32 8.25 136 58 16 241 131 Medium 44 18
33 6.20 107 32 12 236 137 Good 64 10
34 8.77 114 38 13 317 128 Good 50 16
35 2.67 115 54 0 406 128 Medium 42 17
36 11.07 131 84 11 29 96 Medium 44 17
37 8.89 122 76 0 270 100 Good 60 18
38 4.95 121 41 5 412 110 Medium 54 10
39 6.59 109 73 0 454 102 Medium 65 15
40 3.24 130 60 0 144 138 Bad 38 10
41 2.07 119 98 0 18 126 Bad 73 17
42 7.96 157 53 0 403 124 Bad 58 16
43 10.43 77 69 0 25 24 Medium 50 18
44 4.12 123 42 11 16 134 Medium 59 13
45 4.16 85 79 6 325 95 Medium 69 13
46 4.56 141 63 0 168 135 Bad 44 12
47 12.44 127 90 14 16 70 Medium 48 15
48 4.38 126 98 0 173 108 Bad 55 16
49 3.91 116 52 0 349 98 Bad 69 18
50 10.61 157 93 0 51 149 Good 32 17
51 1.42 99 32 18 341 108 Bad 80 16
52 4.42 121 90 0 150 108 Bad 75 16
53 7.91 153 40 3 112 129 Bad 39 18
54 6.92 109 64 13 39 119 Medium 61 17
55 4.90 134 103 13 25 144 Medium 76 17
56 6.85 143 81 5 60 154 Medium 61 18
57 11.91 133 82 0 54 84 Medium 50 17
58 0.91 93 91 0 22 117 Bad 75 11
59 5.42 103 93 15 188 103 Bad 74 16
60 5.21 118 71 4 148 114 Medium 80 13
61 8.32 122 102 19 469 123 Bad 29 13
62 7.32 105 32 0 358 107 Medium 26 13
63 1.82 139 45 0 146 133 Bad 77 17
64 8.47 119 88 10 170 101 Medium 61 13
65 7.80 100 67 12 184 104 Medium 32 16
66 4.90 122 26 0 197 128 Medium 55 13
67 8.85 127 92 0 508 91 Medium 56 18
68 9.01 126 61 14 152 115 Medium 47 16
69 13.39 149 69 20 366 134 Good 60 13
70 7.99 127 59 0 339 99 Medium 65 12
71 9.46 89 81 15 237 99 Good 74 12
72 6.50 148 51 16 148 150 Medium 58 17
73 5.52 115 45 0 432 116 Medium 25 15
74 12.61 118 90 10 54 104 Good 31 11
75 6.20 150 68 5 125 136 Medium 64 13
76 8.55 88 111 23 480 92 Bad 36 16
77 10.64 102 87 10 346 70 Medium 64 15
78 7.70 118 71 12 44 89 Medium 67 18
79 4.43 134 48 1 139 145 Medium 65 12
80 9.14 134 67 0 286 90 Bad 41 13
81 8.01 113 100 16 353 79 Bad 68 11
82 7.52 116 72 0 237 128 Good 70 13
83 11.62 151 83 4 325 139 Good 28 17
84 4.42 109 36 7 468 94 Bad 56 11
85 2.23 111 25 0 52 121 Bad 43 18
86 8.47 125 103 0 304 112 Medium 49 13
87 8.70 150 84 9 432 134 Medium 64 15
88 11.70 131 67 7 272 126 Good 54 16
89 6.56 117 42 7 144 111 Medium 62 10
90 7.95 128 66 3 493 119 Medium 45 16
91 5.33 115 22 0 491 103 Medium 64 11
92 4.81 97 46 11 267 107 Medium 80 15
93 4.53 114 113 0 97 125 Medium 29 12
94 8.86 145 30 0 67 104 Medium 55 17
95 8.39 115 97 5 134 84 Bad 55 11
96 5.58 134 25 10 237 148 Medium 59 13
97 9.48 147 42 10 407 132 Good 73 16
98 7.45 161 82 5 287 129 Bad 33 16
99 12.49 122 77 24 382 127 Good 36 16
100 4.88 121 47 3 220 107 Bad 56 16
101 4.11 113 69 11 94 106 Medium 76 12
102 6.20 128 93 0 89 118 Medium 34 18
103 5.30 113 22 0 57 97 Medium 65 16
104 5.07 123 91 0 334 96 Bad 78 17
105 4.62 121 96 0 472 138 Medium 51 12
106 5.55 104 100 8 398 97 Medium 61 11
107 0.16 102 33 0 217 139 Medium 70 18
108 8.55 134 107 0 104 108 Medium 60 12
109 3.47 107 79 2 488 103 Bad 65 16
110 8.98 115 65 0 217 90 Medium 60 17
111 9.00 128 62 7 125 116 Medium 43 14
112 6.62 132 118 12 272 151 Medium 43 14
113 6.67 116 99 5 298 125 Good 62 12
114 6.01 131 29 11 335 127 Bad 33 12
115 9.31 122 87 9 17 106 Medium 65 13
116 8.54 139 35 0 95 129 Medium 42 13
117 5.08 135 75 0 202 128 Medium 80 10
118 8.80 145 53 0 507 119 Medium 41 12
119 7.57 112 88 2 243 99 Medium 62 11
120 7.37 130 94 8 137 128 Medium 64 12
121 6.87 128 105 11 249 131 Medium 63 13
122 11.67 125 89 10 380 87 Bad 28 10
123 6.88 119 100 5 45 108 Medium 75 10
124 8.19 127 103 0 125 155 Good 29 15
125 8.87 131 113 0 181 120 Good 63 14
126 9.34 89 78 0 181 49 Medium 43 15
127 11.27 153 68 2 60 133 Good 59 16
128 6.52 125 48 3 192 116 Medium 51 14
129 4.96 133 100 3 350 126 Bad 55 13
130 4.47 143 120 7 279 147 Bad 40 10
131 8.41 94 84 13 497 77 Medium 51 12
132 6.50 108 69 3 208 94 Medium 77 16
133 9.54 125 87 9 232 136 Good 72 10
134 7.62 132 98 2 265 97 Bad 62 12
135 3.67 132 31 0 327 131 Medium 76 16
136 6.44 96 94 14 384 120 Medium 36 18
137 5.17 131 75 0 10 120 Bad 31 18
138 6.52 128 42 0 436 118 Medium 80 11
139 10.27 125 103 12 371 109 Medium 44 10
140 12.30 146 62 10 310 94 Medium 30 13
141 6.03 133 60 10 277 129 Medium 45 18
142 6.53 140 42 0 331 131 Bad 28 15
143 7.44 124 84 0 300 104 Medium 77 15
144 0.53 122 88 7 36 159 Bad 28 17
145 9.09 132 68 0 264 123 Good 34 11
146 8.77 144 63 11 27 117 Medium 47 17
147 3.90 114 83 0 412 131 Bad 39 14
148 10.51 140 54 9 402 119 Good 41 16
149 7.56 110 119 0 384 97 Medium 72 14
150 11.48 121 120 13 140 87 Medium 56 11
151 10.49 122 84 8 176 114 Good 57 10
152 10.77 111 58 17 407 103 Good 75 17
153 7.64 128 78 0 341 128 Good 45 13
154 5.93 150 36 7 488 150 Medium 25 17
155 6.89 129 69 10 289 110 Medium 50 16
156 7.71 98 72 0 59 69 Medium 65 16
157 7.49 146 34 0 220 157 Good 51 16
158 10.21 121 58 8 249 90 Medium 48 13
159 12.53 142 90 1 189 112 Good 39 10
160 9.32 119 60 0 372 70 Bad 30 18
161 4.67 111 28 0 486 111 Medium 29 12
162 2.93 143 21 5 81 160 Medium 67 12
163 3.63 122 74 0 424 149 Medium 51 13
164 5.68 130 64 0 40 106 Bad 39 17
165 8.22 148 64 0 58 141 Medium 27 13
166 0.37 147 58 7 100 191 Bad 27 15
167 6.71 119 67 17 151 137 Medium 55 11
168 6.71 106 73 0 216 93 Medium 60 13
169 7.30 129 89 0 425 117 Medium 45 10
170 11.48 104 41 15 492 77 Good 73 18
171 8.01 128 39 12 356 118 Medium 71 10
172 12.49 93 106 12 416 55 Medium 75 15
173 9.03 104 102 13 123 110 Good 35 16
174 6.38 135 91 5 207 128 Medium 66 18
175 0.00 139 24 0 358 185 Medium 79 15
176 7.54 115 89 0 38 122 Medium 25 12
177 5.61 138 107 9 480 154 Medium 47 11
178 10.48 138 72 0 148 94 Medium 27 17
179 10.66 104 71 14 89 81 Medium 25 14
180 7.78 144 25 3 70 116 Medium 77 18
181 4.94 137 112 15 434 149 Bad 66 13
182 7.43 121 83 0 79 91 Medium 68 11
183 4.74 137 60 4 230 140 Bad 25 13
184 5.32 118 74 6 426 102 Medium 80 18
185 9.95 132 33 7 35 97 Medium 60 11
186 10.07 130 100 11 449 107 Medium 64 10
187 8.68 120 51 0 93 86 Medium 46 17
188 6.03 117 32 0 142 96 Bad 62 17
189 8.07 116 37 0 426 90 Medium 76 15
190 12.11 118 117 18 509 104 Medium 26 15
191 8.79 130 37 13 297 101 Medium 37 13
192 6.67 156 42 13 170 173 Good 74 14
193 7.56 108 26 0 408 93 Medium 56 14
194 13.28 139 70 7 71 96 Good 61 10
195 7.23 112 98 18 481 128 Medium 45 11
196 4.19 117 93 4 420 112 Bad 66 11
197 4.10 130 28 6 410 133 Bad 72 16
198 2.52 124 61 0 333 138 Medium 76 16
199 3.62 112 80 5 500 128 Medium 69 10
200 6.42 122 88 5 335 126 Medium 64 14
201 5.56 144 92 0 349 146 Medium 62 12
202 5.94 138 83 0 139 134 Medium 54 18
203 4.10 121 78 4 413 130 Bad 46 10
204 2.05 131 82 0 132 157 Bad 25 14
205 8.74 155 80 0 237 124 Medium 37 14
206 5.68 113 22 1 317 132 Medium 28 12
207 4.97 162 67 0 27 160 Medium 77 17
208 8.19 111 105 0 466 97 Bad 61 10
209 7.78 86 54 0 497 64 Bad 33 12
210 3.02 98 21 11 326 90 Bad 76 11
211 4.36 125 41 2 357 123 Bad 47 14
212 9.39 117 118 14 445 120 Medium 32 15
213 12.04 145 69 19 501 105 Medium 45 11
214 8.23 149 84 5 220 139 Medium 33 10
215 4.83 115 115 3 48 107 Medium 73 18
216 2.34 116 83 15 170 144 Bad 71 11
217 5.73 141 33 0 243 144 Medium 34 17
218 4.34 106 44 0 481 111 Medium 70 14
219 9.70 138 61 12 156 120 Medium 25 14
220 10.62 116 79 19 359 116 Good 58 17
221 10.59 131 120 15 262 124 Medium 30 10
222 6.43 124 44 0 125 107 Medium 80 11
223 7.49 136 119 6 178 145 Medium 35 13
224 3.45 110 45 9 276 125 Medium 62 14
225 4.10 134 82 0 464 141 Medium 48 13
226 6.68 107 25 0 412 82 Bad 36 14
227 7.80 119 33 0 245 122 Good 56 14
228 8.69 113 64 10 68 101 Medium 57 16
229 5.40 149 73 13 381 163 Bad 26 11
230 11.19 98 104 0 404 72 Medium 27 18
231 5.16 115 60 0 119 114 Bad 38 14
232 8.09 132 69 0 123 122 Medium 27 11
233 13.14 137 80 10 24 105 Good 61 15
234 8.65 123 76 18 218 120 Medium 29 14
235 9.43 115 62 11 289 129 Good 56 16
236 5.53 126 32 8 95 132 Medium 50 17
237 9.32 141 34 16 361 108 Medium 69 10
238 9.62 151 28 8 499 135 Medium 48 10
239 7.36 121 24 0 200 133 Good 73 13
240 3.89 123 105 0 149 118 Bad 62 16
241 10.31 159 80 0 362 121 Medium 26 18
242 12.01 136 63 0 160 94 Medium 38 12
243 4.68 124 46 0 199 135 Medium 52 14
244 7.82 124 25 13 87 110 Medium 57 10
245 8.78 130 30 0 391 100 Medium 26 18
246 10.00 114 43 0 199 88 Good 57 10
247 6.90 120 56 20 266 90 Bad 78 18
248 5.04 123 114 0 298 151 Bad 34 16
249 5.36 111 52 0 12 101 Medium 61 11
250 5.05 125 67 0 86 117 Bad 65 11
251 9.16 137 105 10 435 156 Good 72 14
252 3.72 139 111 5 310 132 Bad 62 13
253 8.31 133 97 0 70 117 Medium 32 16
254 5.64 124 24 5 288 122 Medium 57 12
255 9.58 108 104 23 353 129 Good 37 17
256 7.71 123 81 8 198 81 Bad 80 15
257 4.20 147 40 0 277 144 Medium 73 10
258 8.67 125 62 14 477 112 Medium 80 13
259 3.47 108 38 0 251 81 Bad 72 14
260 5.12 123 36 10 467 100 Bad 74 11
261 7.67 129 117 8 400 101 Bad 36 10
262 5.71 121 42 4 188 118 Medium 54 15
263 6.37 120 77 15 86 132 Medium 48 18
264 7.77 116 26 6 434 115 Medium 25 17
265 6.95 128 29 5 324 159 Good 31 15
266 5.31 130 35 10 402 129 Bad 39 17
267 9.10 128 93 12 343 112 Good 73 17
268 5.83 134 82 7 473 112 Bad 51 12
269 6.53 123 57 0 66 105 Medium 39 11
270 5.01 159 69 0 438 166 Medium 46 17
271 11.99 119 26 0 284 89 Good 26 10
272 4.55 111 56 0 504 110 Medium 62 16
273 12.98 113 33 0 14 63 Good 38 12
274 10.04 116 106 8 244 86 Medium 58 12
275 7.22 135 93 2 67 119 Medium 34 11
276 6.67 107 119 11 210 132 Medium 53 11
277 6.93 135 69 14 296 130 Medium 73 15
278 7.80 136 48 12 326 125 Medium 36 16
279 7.22 114 113 2 129 151 Good 40 15
280 3.42 141 57 13 376 158 Medium 64 18
281 2.86 121 86 10 496 145 Bad 51 10
282 11.19 122 69 7 303 105 Good 45 16
283 7.74 150 96 0 80 154 Good 61 11
284 5.36 135 110 0 112 117 Medium 80 16
285 6.97 106 46 11 414 96 Bad 79 17
286 7.60 146 26 11 261 131 Medium 39 10
287 7.53 117 118 11 429 113 Medium 67 18
288 6.88 95 44 4 208 72 Bad 44 17
289 6.98 116 40 0 74 97 Medium 76 15
290 8.75 143 77 25 448 156 Medium 43 17
291 9.49 107 111 14 400 103 Medium 41 11
292 6.64 118 70 0 106 89 Bad 39 17
293 11.82 113 66 16 322 74 Good 76 15
294 11.28 123 84 0 74 89 Good 59 10
295 12.66 148 76 3 126 99 Good 60 11
296 4.21 118 35 14 502 137 Medium 79 10
297 8.21 127 44 13 160 123 Good 63 18
298 3.07 118 83 13 276 104 Bad 75 10
299 10.98 148 63 0 312 130 Good 63 15
300 9.40 135 40 17 497 96 Medium 54 17
301 8.57 116 78 1 158 99 Medium 45 11
302 7.41 99 93 0 198 87 Medium 57 16
303 5.28 108 77 13 388 110 Bad 74 14
304 10.01 133 52 16 290 99 Medium 43 11
305 11.93 123 98 12 408 134 Good 29 10
306 8.03 115 29 26 394 132 Medium 33 13
307 4.78 131 32 1 85 133 Medium 48 12
308 5.90 138 92 0 13 120 Bad 61 12
309 9.24 126 80 19 436 126 Medium 52 10
310 11.18 131 111 13 33 80 Bad 68 18
311 9.53 175 65 29 419 166 Medium 53 12
312 6.15 146 68 12 328 132 Bad 51 14
313 6.80 137 117 5 337 135 Bad 38 10
314 9.33 103 81 3 491 54 Medium 66 13
315 7.72 133 33 10 333 129 Good 71 14
316 6.39 131 21 8 220 171 Good 29 14
317 15.63 122 36 5 369 72 Good 35 10
318 6.41 142 30 0 472 136 Good 80 15
319 10.08 116 72 10 456 130 Good 41 14
320 6.97 127 45 19 459 129 Medium 57 11
321 5.86 136 70 12 171 152 Medium 44 18
322 7.52 123 39 5 499 98 Medium 34 15
323 9.16 140 50 10 300 139 Good 60 15
324 10.36 107 105 18 428 103 Medium 34 12
325 2.66 136 65 4 133 150 Bad 53 13
326 11.70 144 69 11 131 104 Medium 47 11
327 4.69 133 30 0 152 122 Medium 53 17
328 6.23 112 38 17 316 104 Medium 80 16
329 3.15 117 66 1 65 111 Bad 55 11
330 11.27 100 54 9 433 89 Good 45 12
331 4.99 122 59 0 501 112 Bad 32 14
332 10.10 135 63 15 213 134 Medium 32 10
333 5.74 106 33 20 354 104 Medium 61 12
334 5.87 136 60 7 303 147 Medium 41 10
335 7.63 93 117 9 489 83 Bad 42 13
336 6.18 120 70 15 464 110 Medium 72 15
337 5.17 138 35 6 60 143 Bad 28 18
338 8.61 130 38 0 283 102 Medium 80 15
339 5.97 112 24 0 164 101 Medium 45 11
340 11.54 134 44 4 219 126 Good 44 15
341 7.50 140 29 0 105 91 Bad 43 16
342 7.38 98 120 0 268 93 Medium 72 10
343 7.81 137 102 13 422 118 Medium 71 10
344 5.99 117 42 10 371 121 Bad 26 14
345 8.43 138 80 0 108 126 Good 70 13
346 4.81 121 68 0 279 149 Good 79 12
347 8.97 132 107 0 144 125 Medium 33 13
348 6.88 96 39 0 161 112 Good 27 14
349 12.57 132 102 20 459 107 Good 49 11
350 9.32 134 27 18 467 96 Medium 49 14
351 8.64 111 101 17 266 91 Medium 63 17
352 10.44 124 115 16 458 105 Medium 62 16
353 13.44 133 103 14 288 122 Good 61 17
354 9.45 107 67 12 430 92 Medium 35 12
355 5.30 133 31 1 80 145 Medium 42 18
356 7.02 130 100 0 306 146 Good 42 11
357 3.58 142 109 0 111 164 Good 72 12
358 13.36 103 73 3 276 72 Medium 34 15
359 4.17 123 96 10 71 118 Bad 69 11
360 3.13 130 62 11 396 130 Bad 66 14
361 8.77 118 86 7 265 114 Good 52 15
362 8.68 131 25 10 183 104 Medium 56 15
363 5.25 131 55 0 26 110 Bad 79 12
364 10.26 111 75 1 377 108 Good 25 12
365 10.50 122 21 16 488 131 Good 30 14
366 6.53 154 30 0 122 162 Medium 57 17
367 5.98 124 56 11 447 134 Medium 53 12
368 14.37 95 106 0 256 53 Good 52 17
369 10.71 109 22 10 348 79 Good 74 14
370 10.26 135 100 22 463 122 Medium 36 14
371 7.68 126 41 22 403 119 Bad 42 12
372 9.08 152 81 0 191 126 Medium 54 16
373 7.80 121 50 0 508 98 Medium 65 11
374 5.58 137 71 0 402 116 Medium 78 17
375 9.44 131 47 7 90 118 Medium 47 12
376 7.90 132 46 4 206 124 Medium 73 11
377 16.27 141 60 19 319 92 Good 44 11
378 6.81 132 61 0 263 125 Medium 41 12
379 6.11 133 88 3 105 119 Medium 79 12
380 5.81 125 111 0 404 107 Bad 54 15
381 9.64 106 64 10 17 89 Medium 68 17
382 3.90 124 65 21 496 151 Bad 77 13
383 4.95 121 28 19 315 121 Medium 66 14
384 9.35 98 117 0 76 68 Medium 63 10
385 12.85 123 37 15 348 112 Good 28 12
386 5.87 131 73 13 455 132 Medium 62 17
387 5.32 152 116 0 170 160 Medium 39 16
388 8.67 142 73 14 238 115 Medium 73 14
389 8.14 135 89 11 245 78 Bad 79 16
390 8.44 128 42 8 328 107 Medium 35 12
391 5.47 108 75 9 61 111 Medium 67 12
392 6.10 153 63 0 49 124 Bad 56 16
393 4.53 129 42 13 315 130 Bad 34 13
394 5.57 109 51 10 26 120 Medium 30 17
395 5.35 130 58 19 366 139 Bad 33 16
396 12.57 138 108 17 203 128 Good 33 14
397 6.14 139 23 3 37 120 Medium 55 11
398 7.41 162 26 12 368 159 Medium 40 18
399 5.94 100 79 7 284 95 Bad 50 12
400 9.71 134 37 0 27 120 Good 49 16
Urban US
1 Yes Yes
2 Yes Yes
3 Yes Yes
4 Yes Yes
5 Yes No
6 No Yes
7 Yes No
8 Yes Yes
9 No No
10 No Yes
11 No Yes
12 Yes Yes
13 Yes No
14 Yes Yes
15 Yes Yes
16 No No
17 Yes No
18 Yes Yes
19 No Yes
20 Yes Yes
21 Yes Yes
22 No Yes
23 Yes No
24 Yes No
25 Yes Yes
26 No No
27 No Yes
28 Yes No
29 Yes Yes
30 Yes Yes
31 Yes No
32 Yes Yes
33 No Yes
34 Yes Yes
35 Yes Yes
36 No Yes
37 No No
38 Yes Yes
39 Yes No
40 No No
41 No No
42 Yes No
43 Yes No
44 Yes Yes
45 Yes Yes
46 Yes Yes
47 No Yes
48 Yes No
49 Yes No
50 Yes No
51 Yes Yes
52 Yes No
53 Yes Yes
54 Yes Yes
55 No Yes
56 Yes Yes
57 Yes No
58 Yes No
59 Yes Yes
60 Yes No
61 Yes Yes
62 No No
63 Yes Yes
64 Yes Yes
65 No Yes
66 No No
67 Yes No
68 Yes Yes
69 Yes Yes
70 Yes No
71 Yes Yes
72 No Yes
73 Yes No
74 No Yes
75 No Yes
76 No Yes
77 Yes Yes
78 No Yes
79 Yes Yes
80 Yes No
81 Yes Yes
82 Yes No
83 Yes Yes
84 Yes Yes
85 No No
86 No No
87 Yes No
88 No Yes
89 Yes Yes
90 No No
91 No No
92 Yes Yes
93 Yes No
94 Yes No
95 Yes Yes
96 Yes Yes
97 No Yes
98 Yes Yes
99 No Yes
100 No Yes
101 No Yes
102 Yes No
103 No No
104 Yes Yes
105 Yes No
106 Yes Yes
107 No No
108 Yes No
109 Yes No
110 No No
111 Yes Yes
112 Yes Yes
113 Yes Yes
114 Yes Yes
115 Yes Yes
116 Yes No
117 No No
118 Yes No
119 Yes Yes
120 Yes Yes
121 Yes Yes
122 Yes Yes
123 Yes Yes
124 No Yes
125 Yes No
126 No No
127 Yes Yes
128 Yes Yes
129 Yes Yes
130 No Yes
131 Yes Yes
132 Yes No
133 Yes Yes
134 Yes Yes
135 Yes No
136 No Yes
137 No No
138 Yes No
139 Yes Yes
140 No Yes
141 Yes Yes
142 Yes No
143 Yes No
144 Yes Yes
145 No No
146 Yes Yes
147 Yes No
148 No Yes
149 No Yes
150 Yes Yes
151 No Yes
152 No Yes
153 No No
154 No Yes
155 No Yes
156 Yes No
157 Yes No
158 No Yes
159 No Yes
160 No No
161 No No
162 No Yes
163 Yes No
164 No No
165 No Yes
166 Yes Yes
167 Yes Yes
168 Yes No
169 Yes No
170 Yes Yes
171 Yes Yes
172 Yes Yes
173 Yes Yes
174 Yes Yes
175 No No
176 Yes No
177 No Yes
178 Yes Yes
179 No Yes
180 Yes Yes
181 Yes Yes
182 Yes No
183 Yes No
184 Yes Yes
185 No Yes
186 Yes Yes
187 No No
188 Yes No
189 Yes No
190 No Yes
191 No Yes
192 Yes Yes
193 No No
194 Yes Yes
195 Yes Yes
196 Yes Yes
197 Yes Yes
198 Yes No
199 Yes Yes
200 Yes Yes
201 No No
202 Yes No
203 No Yes
204 Yes No
205 Yes No
206 Yes No
207 Yes Yes
208 No No
209 Yes No
210 No Yes
211 No Yes
212 Yes Yes
213 Yes Yes
214 Yes Yes
215 Yes Yes
216 Yes Yes
217 Yes No
218 No No
219 Yes Yes
220 Yes Yes
221 Yes Yes
222 Yes No
223 Yes Yes
224 Yes Yes
225 No No
226 Yes No
227 Yes No
228 Yes Yes
229 No Yes
230 No No
231 No No
232 No No
233 Yes Yes
234 No Yes
235 No Yes
236 Yes Yes
237 Yes Yes
238 Yes Yes
239 Yes No
240 Yes Yes
241 Yes No
242 Yes No
243 No No
244 Yes Yes
245 Yes No
246 No Yes
247 Yes Yes
248 Yes No
249 Yes Yes
250 Yes No
251 Yes Yes
252 Yes Yes
253 Yes No
254 No Yes
255 Yes Yes
256 Yes Yes
257 Yes No
258 Yes Yes
259 No No
260 No Yes
261 Yes Yes
262 Yes Yes
263 Yes Yes
264 Yes Yes
265 Yes Yes
266 Yes Yes
267 No Yes
268 No Yes
269 Yes No
270 Yes No
271 Yes No
272 Yes No
273 Yes No
274 Yes Yes
275 Yes Yes
276 Yes Yes
277 Yes Yes
278 Yes Yes
279 No Yes
280 Yes Yes
281 Yes Yes
282 No Yes
283 Yes No
284 No No
285 No No
286 Yes Yes
287 No Yes
288 Yes Yes
289 No No
290 Yes Yes
291 No Yes
292 Yes No
293 Yes Yes
294 Yes No
295 Yes Yes
296 No Yes
297 Yes Yes
298 Yes Yes
299 Yes No
300 No Yes
301 Yes Yes
302 Yes Yes
303 Yes Yes
304 Yes Yes
305 Yes Yes
306 Yes Yes
307 Yes Yes
308 Yes No
309 Yes Yes
310 Yes Yes
311 Yes Yes
312 Yes Yes
313 Yes Yes
314 Yes No
315 Yes Yes
316 Yes Yes
317 Yes Yes
318 No No
319 No Yes
320 No Yes
321 Yes Yes
322 Yes No
323 Yes Yes
324 Yes Yes
325 Yes Yes
326 Yes Yes
327 Yes No
328 Yes Yes
329 Yes Yes
330 Yes Yes
331 No No
332 Yes Yes
333 Yes Yes
334 Yes Yes
335 Yes Yes
336 Yes Yes
337 Yes No
338 Yes No
339 Yes No
340 Yes Yes
341 Yes No
342 No No
343 No Yes
344 Yes Yes
345 No Yes
346 Yes No
347 No No
348 No No
349 Yes Yes
350 No Yes
351 No Yes
352 No Yes
353 Yes Yes
354 No Yes
355 Yes Yes
356 Yes No
357 Yes No
358 Yes Yes
359 Yes Yes
360 Yes Yes
361 No Yes
362 No Yes
363 Yes Yes
364 Yes No
365 Yes Yes
366 No No
367 No Yes
368 Yes No
369 No Yes
370 Yes Yes
371 Yes Yes
372 Yes No
373 No No
374 Yes No
375 Yes Yes
376 Yes No
377 Yes Yes
378 No No
379 Yes Yes
380 Yes No
381 Yes Yes
382 Yes Yes
383 Yes Yes
384 Yes No
385 Yes Yes
386 Yes Yes
387 Yes No
388 No Yes
389 Yes Yes
390 Yes Yes
391 Yes Yes
392 Yes No
393 Yes Yes
394 No Yes
395 Yes Yes
396 Yes Yes
397 No Yes
398 Yes Yes
399 Yes Yes
400 Yes YesViewing your dataset
Sales CompPrice Income Advertising Population Price ShelveLoc Age Education
1 9.50 138 73 11 276 120 Bad 42 17
2 11.22 111 48 16 260 83 Good 65 10
3 10.06 113 35 10 269 80 Medium 59 12
4 7.40 117 100 4 466 97 Medium 55 14
5 4.15 141 64 3 340 128 Bad 38 13
6 10.81 124 113 13 501 72 Bad 78 16
Urban US
1 Yes Yes
2 Yes Yes
3 Yes Yes
4 Yes Yes
5 Yes No
6 No Yes Sales CompPrice Income Advertising Population Price ShelveLoc Age Education
395 5.35 130 58 19 366 139 Bad 33 16
396 12.57 138 108 17 203 128 Good 33 14
397 6.14 139 23 3 37 120 Medium 55 11
398 7.41 162 26 12 368 159 Medium 40 18
399 5.94 100 79 7 284 95 Bad 50 12
400 9.71 134 37 0 27 120 Good 49 16
Urban US
395 Yes Yes
396 Yes Yes
397 No Yes
398 Yes Yes
399 Yes Yes
400 Yes YesViewing a variable
- You can also view a particular variable using
[1] Yes Yes Yes Yes Yes No Yes Yes No No No Yes Yes Yes Yes No Yes Yes
[19] No Yes Yes No Yes Yes Yes No No Yes Yes Yes Yes Yes No Yes Yes No
[37] No Yes Yes No No Yes Yes Yes Yes Yes No Yes Yes Yes Yes Yes Yes Yes
[55] No Yes Yes Yes Yes Yes Yes No Yes Yes No No Yes Yes Yes Yes Yes No
[73] Yes No No No Yes No Yes Yes Yes Yes Yes Yes No No Yes No Yes No
[91] No Yes Yes Yes Yes Yes No Yes No No No Yes No Yes Yes Yes No Yes
[109] Yes No Yes Yes Yes Yes Yes Yes No Yes Yes Yes Yes Yes Yes No Yes No
[127] Yes Yes Yes No Yes Yes Yes Yes Yes No No Yes Yes No Yes Yes Yes Yes
[145] No Yes Yes No No Yes No No No No No Yes Yes No No No No No
[163] Yes No No Yes Yes Yes Yes Yes Yes Yes Yes Yes No Yes No Yes No Yes
[181] Yes Yes Yes Yes No Yes No Yes Yes No No Yes No Yes Yes Yes Yes Yes
[199] Yes Yes No Yes No Yes Yes Yes Yes No Yes No No Yes Yes Yes Yes Yes
[217] Yes No Yes Yes Yes Yes Yes Yes No Yes Yes Yes No No No No Yes No
[235] No Yes Yes Yes Yes Yes Yes Yes No Yes Yes No Yes Yes Yes Yes Yes Yes
[253] Yes No Yes Yes Yes Yes No No Yes Yes Yes Yes Yes Yes No No Yes Yes
[271] Yes Yes Yes Yes Yes Yes Yes Yes No Yes Yes No Yes No No Yes No Yes
[289] No Yes No Yes Yes Yes Yes No Yes Yes Yes No Yes Yes Yes Yes Yes Yes
[307] Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes No No No Yes Yes Yes Yes
[325] Yes Yes Yes Yes Yes Yes No Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes No
[343] No Yes No Yes No No Yes No No No Yes No Yes Yes Yes Yes Yes Yes
[361] No No Yes Yes Yes No No Yes No Yes Yes Yes No Yes Yes Yes Yes No
[379] Yes Yes Yes Yes Yes Yes Yes Yes Yes No Yes Yes Yes Yes Yes No Yes Yes
[397] No Yes Yes Yes
Levels: No YesSelect Your Variables
Task - You want to select certain variables from your Carseats dataset
Solution - select() function
- You can select any variable you want by specifying
Sales CompPrice Price Population
1 9.50 138 120 276
2 11.22 111 83 260
3 10.06 113 80 269
4 7.40 117 97 466
5 4.15 141 128 340
6 10.81 124 72 501
7 6.63 115 108 45
8 11.85 136 120 425
9 6.54 132 124 108
10 4.69 132 124 131
11 9.01 121 100 150
12 11.96 117 94 503
13 3.98 122 136 393
14 10.96 115 86 29
15 11.17 107 118 148
16 8.71 149 144 400
17 7.58 118 110 284
18 12.29 147 131 251
19 13.91 110 68 408
20 8.73 129 121 58
21 6.41 125 131 367
22 12.13 134 109 239
23 5.08 128 138 497
24 5.87 121 109 292
25 10.14 145 113 294
26 14.90 139 82 176
27 8.33 107 131 496
28 5.27 98 107 19
29 2.99 103 97 359
30 7.81 104 102 226
31 13.55 125 89 447
32 8.25 136 131 241
33 6.20 107 137 236
34 8.77 114 128 317
35 2.67 115 128 406
36 11.07 131 96 29
37 8.89 122 100 270
38 4.95 121 110 412
39 6.59 109 102 454
40 3.24 130 138 144
41 2.07 119 126 18
42 7.96 157 124 403
43 10.43 77 24 25
44 4.12 123 134 16
45 4.16 85 95 325
46 4.56 141 135 168
47 12.44 127 70 16
48 4.38 126 108 173
49 3.91 116 98 349
50 10.61 157 149 51
51 1.42 99 108 341
52 4.42 121 108 150
53 7.91 153 129 112
54 6.92 109 119 39
55 4.90 134 144 25
56 6.85 143 154 60
57 11.91 133 84 54
58 0.91 93 117 22
59 5.42 103 103 188
60 5.21 118 114 148
61 8.32 122 123 469
62 7.32 105 107 358
63 1.82 139 133 146
64 8.47 119 101 170
65 7.80 100 104 184
66 4.90 122 128 197
67 8.85 127 91 508
68 9.01 126 115 152
69 13.39 149 134 366
70 7.99 127 99 339
71 9.46 89 99 237
72 6.50 148 150 148
73 5.52 115 116 432
74 12.61 118 104 54
75 6.20 150 136 125
76 8.55 88 92 480
77 10.64 102 70 346
78 7.70 118 89 44
79 4.43 134 145 139
80 9.14 134 90 286
81 8.01 113 79 353
82 7.52 116 128 237
83 11.62 151 139 325
84 4.42 109 94 468
85 2.23 111 121 52
86 8.47 125 112 304
87 8.70 150 134 432
88 11.70 131 126 272
89 6.56 117 111 144
90 7.95 128 119 493
91 5.33 115 103 491
92 4.81 97 107 267
93 4.53 114 125 97
94 8.86 145 104 67
95 8.39 115 84 134
96 5.58 134 148 237
97 9.48 147 132 407
98 7.45 161 129 287
99 12.49 122 127 382
100 4.88 121 107 220
101 4.11 113 106 94
102 6.20 128 118 89
103 5.30 113 97 57
104 5.07 123 96 334
105 4.62 121 138 472
106 5.55 104 97 398
107 0.16 102 139 217
108 8.55 134 108 104
109 3.47 107 103 488
110 8.98 115 90 217
111 9.00 128 116 125
112 6.62 132 151 272
113 6.67 116 125 298
114 6.01 131 127 335
115 9.31 122 106 17
116 8.54 139 129 95
117 5.08 135 128 202
118 8.80 145 119 507
119 7.57 112 99 243
120 7.37 130 128 137
121 6.87 128 131 249
122 11.67 125 87 380
123 6.88 119 108 45
124 8.19 127 155 125
125 8.87 131 120 181
126 9.34 89 49 181
127 11.27 153 133 60
128 6.52 125 116 192
129 4.96 133 126 350
130 4.47 143 147 279
131 8.41 94 77 497
132 6.50 108 94 208
133 9.54 125 136 232
134 7.62 132 97 265
135 3.67 132 131 327
136 6.44 96 120 384
137 5.17 131 120 10
138 6.52 128 118 436
139 10.27 125 109 371
140 12.30 146 94 310
141 6.03 133 129 277
142 6.53 140 131 331
143 7.44 124 104 300
144 0.53 122 159 36
145 9.09 132 123 264
146 8.77 144 117 27
147 3.90 114 131 412
148 10.51 140 119 402
149 7.56 110 97 384
150 11.48 121 87 140
151 10.49 122 114 176
152 10.77 111 103 407
153 7.64 128 128 341
154 5.93 150 150 488
155 6.89 129 110 289
156 7.71 98 69 59
157 7.49 146 157 220
158 10.21 121 90 249
159 12.53 142 112 189
160 9.32 119 70 372
161 4.67 111 111 486
162 2.93 143 160 81
163 3.63 122 149 424
164 5.68 130 106 40
165 8.22 148 141 58
166 0.37 147 191 100
167 6.71 119 137 151
168 6.71 106 93 216
169 7.30 129 117 425
170 11.48 104 77 492
171 8.01 128 118 356
172 12.49 93 55 416
173 9.03 104 110 123
174 6.38 135 128 207
175 0.00 139 185 358
176 7.54 115 122 38
177 5.61 138 154 480
178 10.48 138 94 148
179 10.66 104 81 89
180 7.78 144 116 70
181 4.94 137 149 434
182 7.43 121 91 79
183 4.74 137 140 230
184 5.32 118 102 426
185 9.95 132 97 35
186 10.07 130 107 449
187 8.68 120 86 93
188 6.03 117 96 142
189 8.07 116 90 426
190 12.11 118 104 509
191 8.79 130 101 297
192 6.67 156 173 170
193 7.56 108 93 408
194 13.28 139 96 71
195 7.23 112 128 481
196 4.19 117 112 420
197 4.10 130 133 410
198 2.52 124 138 333
199 3.62 112 128 500
200 6.42 122 126 335
201 5.56 144 146 349
202 5.94 138 134 139
203 4.10 121 130 413
204 2.05 131 157 132
205 8.74 155 124 237
206 5.68 113 132 317
207 4.97 162 160 27
208 8.19 111 97 466
209 7.78 86 64 497
210 3.02 98 90 326
211 4.36 125 123 357
212 9.39 117 120 445
213 12.04 145 105 501
214 8.23 149 139 220
215 4.83 115 107 48
216 2.34 116 144 170
217 5.73 141 144 243
218 4.34 106 111 481
219 9.70 138 120 156
220 10.62 116 116 359
221 10.59 131 124 262
222 6.43 124 107 125
223 7.49 136 145 178
224 3.45 110 125 276
225 4.10 134 141 464
226 6.68 107 82 412
227 7.80 119 122 245
228 8.69 113 101 68
229 5.40 149 163 381
230 11.19 98 72 404
231 5.16 115 114 119
232 8.09 132 122 123
233 13.14 137 105 24
234 8.65 123 120 218
235 9.43 115 129 289
236 5.53 126 132 95
237 9.32 141 108 361
238 9.62 151 135 499
239 7.36 121 133 200
240 3.89 123 118 149
241 10.31 159 121 362
242 12.01 136 94 160
243 4.68 124 135 199
244 7.82 124 110 87
245 8.78 130 100 391
246 10.00 114 88 199
247 6.90 120 90 266
248 5.04 123 151 298
249 5.36 111 101 12
250 5.05 125 117 86
251 9.16 137 156 435
252 3.72 139 132 310
253 8.31 133 117 70
254 5.64 124 122 288
255 9.58 108 129 353
256 7.71 123 81 198
257 4.20 147 144 277
258 8.67 125 112 477
259 3.47 108 81 251
260 5.12 123 100 467
261 7.67 129 101 400
262 5.71 121 118 188
263 6.37 120 132 86
264 7.77 116 115 434
265 6.95 128 159 324
266 5.31 130 129 402
267 9.10 128 112 343
268 5.83 134 112 473
269 6.53 123 105 66
270 5.01 159 166 438
271 11.99 119 89 284
272 4.55 111 110 504
273 12.98 113 63 14
274 10.04 116 86 244
275 7.22 135 119 67
276 6.67 107 132 210
277 6.93 135 130 296
278 7.80 136 125 326
279 7.22 114 151 129
280 3.42 141 158 376
281 2.86 121 145 496
282 11.19 122 105 303
283 7.74 150 154 80
284 5.36 135 117 112
285 6.97 106 96 414
286 7.60 146 131 261
287 7.53 117 113 429
288 6.88 95 72 208
289 6.98 116 97 74
290 8.75 143 156 448
291 9.49 107 103 400
292 6.64 118 89 106
293 11.82 113 74 322
294 11.28 123 89 74
295 12.66 148 99 126
296 4.21 118 137 502
297 8.21 127 123 160
298 3.07 118 104 276
299 10.98 148 130 312
300 9.40 135 96 497
301 8.57 116 99 158
302 7.41 99 87 198
303 5.28 108 110 388
304 10.01 133 99 290
305 11.93 123 134 408
306 8.03 115 132 394
307 4.78 131 133 85
308 5.90 138 120 13
309 9.24 126 126 436
310 11.18 131 80 33
311 9.53 175 166 419
312 6.15 146 132 328
313 6.80 137 135 337
314 9.33 103 54 491
315 7.72 133 129 333
316 6.39 131 171 220
317 15.63 122 72 369
318 6.41 142 136 472
319 10.08 116 130 456
320 6.97 127 129 459
321 5.86 136 152 171
322 7.52 123 98 499
323 9.16 140 139 300
324 10.36 107 103 428
325 2.66 136 150 133
326 11.70 144 104 131
327 4.69 133 122 152
328 6.23 112 104 316
329 3.15 117 111 65
330 11.27 100 89 433
331 4.99 122 112 501
332 10.10 135 134 213
333 5.74 106 104 354
334 5.87 136 147 303
335 7.63 93 83 489
336 6.18 120 110 464
337 5.17 138 143 60
338 8.61 130 102 283
339 5.97 112 101 164
340 11.54 134 126 219
341 7.50 140 91 105
342 7.38 98 93 268
343 7.81 137 118 422
344 5.99 117 121 371
345 8.43 138 126 108
346 4.81 121 149 279
347 8.97 132 125 144
348 6.88 96 112 161
349 12.57 132 107 459
350 9.32 134 96 467
351 8.64 111 91 266
352 10.44 124 105 458
353 13.44 133 122 288
354 9.45 107 92 430
355 5.30 133 145 80
356 7.02 130 146 306
357 3.58 142 164 111
358 13.36 103 72 276
359 4.17 123 118 71
360 3.13 130 130 396
361 8.77 118 114 265
362 8.68 131 104 183
363 5.25 131 110 26
364 10.26 111 108 377
365 10.50 122 131 488
366 6.53 154 162 122
367 5.98 124 134 447
368 14.37 95 53 256
369 10.71 109 79 348
370 10.26 135 122 463
371 7.68 126 119 403
372 9.08 152 126 191
373 7.80 121 98 508
374 5.58 137 116 402
375 9.44 131 118 90
376 7.90 132 124 206
377 16.27 141 92 319
378 6.81 132 125 263
379 6.11 133 119 105
380 5.81 125 107 404
381 9.64 106 89 17
382 3.90 124 151 496
383 4.95 121 121 315
384 9.35 98 68 76
385 12.85 123 112 348
386 5.87 131 132 455
387 5.32 152 160 170
388 8.67 142 115 238
389 8.14 135 78 245
390 8.44 128 107 328
391 5.47 108 111 61
392 6.10 153 124 49
393 4.53 129 130 315
394 5.57 109 120 26
395 5.35 130 139 366
396 12.57 138 128 203
397 6.14 139 120 37
398 7.41 162 159 368
399 5.94 100 95 284
400 9.71 134 120 27- Alternatively, you can select what you do not want
CompPrice Income Advertising Price ShelveLoc Age Education Urban
1 138 73 11 120 Bad 42 17 Yes
2 111 48 16 83 Good 65 10 Yes
3 113 35 10 80 Medium 59 12 Yes
4 117 100 4 97 Medium 55 14 Yes
5 141 64 3 128 Bad 38 13 Yes
6 124 113 13 72 Bad 78 16 No
7 115 105 0 108 Medium 71 15 Yes
8 136 81 15 120 Good 67 10 Yes
9 132 110 0 124 Medium 76 10 No
10 132 113 0 124 Medium 76 17 No
11 121 78 9 100 Bad 26 10 No
12 117 94 4 94 Good 50 13 Yes
13 122 35 2 136 Medium 62 18 Yes
14 115 28 11 86 Good 53 18 Yes
15 107 117 11 118 Good 52 18 Yes
16 149 95 5 144 Medium 76 18 No
17 118 32 0 110 Good 63 13 Yes
18 147 74 13 131 Good 52 10 Yes
19 110 110 0 68 Good 46 17 No
20 129 76 16 121 Medium 69 12 Yes
21 125 90 2 131 Medium 35 18 Yes
22 134 29 12 109 Good 62 18 No
23 128 46 6 138 Medium 42 13 Yes
24 121 31 0 109 Medium 79 10 Yes
25 145 119 16 113 Bad 42 12 Yes
26 139 32 0 82 Good 54 11 No
27 107 115 11 131 Good 50 11 No
28 98 118 0 107 Medium 64 17 Yes
29 103 74 0 97 Bad 55 11 Yes
30 104 99 15 102 Bad 58 17 Yes
31 125 94 0 89 Good 30 12 Yes
32 136 58 16 131 Medium 44 18 Yes
33 107 32 12 137 Good 64 10 No
34 114 38 13 128 Good 50 16 Yes
35 115 54 0 128 Medium 42 17 Yes
36 131 84 11 96 Medium 44 17 No
37 122 76 0 100 Good 60 18 No
38 121 41 5 110 Medium 54 10 Yes
39 109 73 0 102 Medium 65 15 Yes
40 130 60 0 138 Bad 38 10 No
41 119 98 0 126 Bad 73 17 No
42 157 53 0 124 Bad 58 16 Yes
43 77 69 0 24 Medium 50 18 Yes
44 123 42 11 134 Medium 59 13 Yes
45 85 79 6 95 Medium 69 13 Yes
46 141 63 0 135 Bad 44 12 Yes
47 127 90 14 70 Medium 48 15 No
48 126 98 0 108 Bad 55 16 Yes
49 116 52 0 98 Bad 69 18 Yes
50 157 93 0 149 Good 32 17 Yes
51 99 32 18 108 Bad 80 16 Yes
52 121 90 0 108 Bad 75 16 Yes
53 153 40 3 129 Bad 39 18 Yes
54 109 64 13 119 Medium 61 17 Yes
55 134 103 13 144 Medium 76 17 No
56 143 81 5 154 Medium 61 18 Yes
57 133 82 0 84 Medium 50 17 Yes
58 93 91 0 117 Bad 75 11 Yes
59 103 93 15 103 Bad 74 16 Yes
60 118 71 4 114 Medium 80 13 Yes
61 122 102 19 123 Bad 29 13 Yes
62 105 32 0 107 Medium 26 13 No
63 139 45 0 133 Bad 77 17 Yes
64 119 88 10 101 Medium 61 13 Yes
65 100 67 12 104 Medium 32 16 No
66 122 26 0 128 Medium 55 13 No
67 127 92 0 91 Medium 56 18 Yes
68 126 61 14 115 Medium 47 16 Yes
69 149 69 20 134 Good 60 13 Yes
70 127 59 0 99 Medium 65 12 Yes
71 89 81 15 99 Good 74 12 Yes
72 148 51 16 150 Medium 58 17 No
73 115 45 0 116 Medium 25 15 Yes
74 118 90 10 104 Good 31 11 No
75 150 68 5 136 Medium 64 13 No
76 88 111 23 92 Bad 36 16 No
77 102 87 10 70 Medium 64 15 Yes
78 118 71 12 89 Medium 67 18 No
79 134 48 1 145 Medium 65 12 Yes
80 134 67 0 90 Bad 41 13 Yes
81 113 100 16 79 Bad 68 11 Yes
82 116 72 0 128 Good 70 13 Yes
83 151 83 4 139 Good 28 17 Yes
84 109 36 7 94 Bad 56 11 Yes
85 111 25 0 121 Bad 43 18 No
86 125 103 0 112 Medium 49 13 No
87 150 84 9 134 Medium 64 15 Yes
88 131 67 7 126 Good 54 16 No
89 117 42 7 111 Medium 62 10 Yes
90 128 66 3 119 Medium 45 16 No
91 115 22 0 103 Medium 64 11 No
92 97 46 11 107 Medium 80 15 Yes
93 114 113 0 125 Medium 29 12 Yes
94 145 30 0 104 Medium 55 17 Yes
95 115 97 5 84 Bad 55 11 Yes
96 134 25 10 148 Medium 59 13 Yes
97 147 42 10 132 Good 73 16 No
98 161 82 5 129 Bad 33 16 Yes
99 122 77 24 127 Good 36 16 No
100 121 47 3 107 Bad 56 16 No
101 113 69 11 106 Medium 76 12 No
102 128 93 0 118 Medium 34 18 Yes
103 113 22 0 97 Medium 65 16 No
104 123 91 0 96 Bad 78 17 Yes
105 121 96 0 138 Medium 51 12 Yes
106 104 100 8 97 Medium 61 11 Yes
107 102 33 0 139 Medium 70 18 No
108 134 107 0 108 Medium 60 12 Yes
109 107 79 2 103 Bad 65 16 Yes
110 115 65 0 90 Medium 60 17 No
111 128 62 7 116 Medium 43 14 Yes
112 132 118 12 151 Medium 43 14 Yes
113 116 99 5 125 Good 62 12 Yes
114 131 29 11 127 Bad 33 12 Yes
115 122 87 9 106 Medium 65 13 Yes
116 139 35 0 129 Medium 42 13 Yes
117 135 75 0 128 Medium 80 10 No
118 145 53 0 119 Medium 41 12 Yes
119 112 88 2 99 Medium 62 11 Yes
120 130 94 8 128 Medium 64 12 Yes
121 128 105 11 131 Medium 63 13 Yes
122 125 89 10 87 Bad 28 10 Yes
123 119 100 5 108 Medium 75 10 Yes
124 127 103 0 155 Good 29 15 No
125 131 113 0 120 Good 63 14 Yes
126 89 78 0 49 Medium 43 15 No
127 153 68 2 133 Good 59 16 Yes
128 125 48 3 116 Medium 51 14 Yes
129 133 100 3 126 Bad 55 13 Yes
130 143 120 7 147 Bad 40 10 No
131 94 84 13 77 Medium 51 12 Yes
132 108 69 3 94 Medium 77 16 Yes
133 125 87 9 136 Good 72 10 Yes
134 132 98 2 97 Bad 62 12 Yes
135 132 31 0 131 Medium 76 16 Yes
136 96 94 14 120 Medium 36 18 No
137 131 75 0 120 Bad 31 18 No
138 128 42 0 118 Medium 80 11 Yes
139 125 103 12 109 Medium 44 10 Yes
140 146 62 10 94 Medium 30 13 No
141 133 60 10 129 Medium 45 18 Yes
142 140 42 0 131 Bad 28 15 Yes
143 124 84 0 104 Medium 77 15 Yes
144 122 88 7 159 Bad 28 17 Yes
145 132 68 0 123 Good 34 11 No
146 144 63 11 117 Medium 47 17 Yes
147 114 83 0 131 Bad 39 14 Yes
148 140 54 9 119 Good 41 16 No
149 110 119 0 97 Medium 72 14 No
150 121 120 13 87 Medium 56 11 Yes
151 122 84 8 114 Good 57 10 No
152 111 58 17 103 Good 75 17 No
153 128 78 0 128 Good 45 13 No
154 150 36 7 150 Medium 25 17 No
155 129 69 10 110 Medium 50 16 No
156 98 72 0 69 Medium 65 16 Yes
157 146 34 0 157 Good 51 16 Yes
158 121 58 8 90 Medium 48 13 No
159 142 90 1 112 Good 39 10 No
160 119 60 0 70 Bad 30 18 No
161 111 28 0 111 Medium 29 12 No
162 143 21 5 160 Medium 67 12 No
163 122 74 0 149 Medium 51 13 Yes
164 130 64 0 106 Bad 39 17 No
165 148 64 0 141 Medium 27 13 No
166 147 58 7 191 Bad 27 15 Yes
167 119 67 17 137 Medium 55 11 Yes
168 106 73 0 93 Medium 60 13 Yes
169 129 89 0 117 Medium 45 10 Yes
170 104 41 15 77 Good 73 18 Yes
171 128 39 12 118 Medium 71 10 Yes
172 93 106 12 55 Medium 75 15 Yes
173 104 102 13 110 Good 35 16 Yes
174 135 91 5 128 Medium 66 18 Yes
175 139 24 0 185 Medium 79 15 No
176 115 89 0 122 Medium 25 12 Yes
177 138 107 9 154 Medium 47 11 No
178 138 72 0 94 Medium 27 17 Yes
179 104 71 14 81 Medium 25 14 No
180 144 25 3 116 Medium 77 18 Yes
181 137 112 15 149 Bad 66 13 Yes
182 121 83 0 91 Medium 68 11 Yes
183 137 60 4 140 Bad 25 13 Yes
184 118 74 6 102 Medium 80 18 Yes
185 132 33 7 97 Medium 60 11 No
186 130 100 11 107 Medium 64 10 Yes
187 120 51 0 86 Medium 46 17 No
188 117 32 0 96 Bad 62 17 Yes
189 116 37 0 90 Medium 76 15 Yes
190 118 117 18 104 Medium 26 15 No
191 130 37 13 101 Medium 37 13 No
192 156 42 13 173 Good 74 14 Yes
193 108 26 0 93 Medium 56 14 No
194 139 70 7 96 Good 61 10 Yes
195 112 98 18 128 Medium 45 11 Yes
196 117 93 4 112 Bad 66 11 Yes
197 130 28 6 133 Bad 72 16 Yes
198 124 61 0 138 Medium 76 16 Yes
199 112 80 5 128 Medium 69 10 Yes
200 122 88 5 126 Medium 64 14 Yes
201 144 92 0 146 Medium 62 12 No
202 138 83 0 134 Medium 54 18 Yes
203 121 78 4 130 Bad 46 10 No
204 131 82 0 157 Bad 25 14 Yes
205 155 80 0 124 Medium 37 14 Yes
206 113 22 1 132 Medium 28 12 Yes
207 162 67 0 160 Medium 77 17 Yes
208 111 105 0 97 Bad 61 10 No
209 86 54 0 64 Bad 33 12 Yes
210 98 21 11 90 Bad 76 11 No
211 125 41 2 123 Bad 47 14 No
212 117 118 14 120 Medium 32 15 Yes
213 145 69 19 105 Medium 45 11 Yes
214 149 84 5 139 Medium 33 10 Yes
215 115 115 3 107 Medium 73 18 Yes
216 116 83 15 144 Bad 71 11 Yes
217 141 33 0 144 Medium 34 17 Yes
218 106 44 0 111 Medium 70 14 No
219 138 61 12 120 Medium 25 14 Yes
220 116 79 19 116 Good 58 17 Yes
221 131 120 15 124 Medium 30 10 Yes
222 124 44 0 107 Medium 80 11 Yes
223 136 119 6 145 Medium 35 13 Yes
224 110 45 9 125 Medium 62 14 Yes
225 134 82 0 141 Medium 48 13 No
226 107 25 0 82 Bad 36 14 Yes
227 119 33 0 122 Good 56 14 Yes
228 113 64 10 101 Medium 57 16 Yes
229 149 73 13 163 Bad 26 11 No
230 98 104 0 72 Medium 27 18 No
231 115 60 0 114 Bad 38 14 No
232 132 69 0 122 Medium 27 11 No
233 137 80 10 105 Good 61 15 Yes
234 123 76 18 120 Medium 29 14 No
235 115 62 11 129 Good 56 16 No
236 126 32 8 132 Medium 50 17 Yes
237 141 34 16 108 Medium 69 10 Yes
238 151 28 8 135 Medium 48 10 Yes
239 121 24 0 133 Good 73 13 Yes
240 123 105 0 118 Bad 62 16 Yes
241 159 80 0 121 Medium 26 18 Yes
242 136 63 0 94 Medium 38 12 Yes
243 124 46 0 135 Medium 52 14 No
244 124 25 13 110 Medium 57 10 Yes
245 130 30 0 100 Medium 26 18 Yes
246 114 43 0 88 Good 57 10 No
247 120 56 20 90 Bad 78 18 Yes
248 123 114 0 151 Bad 34 16 Yes
249 111 52 0 101 Medium 61 11 Yes
250 125 67 0 117 Bad 65 11 Yes
251 137 105 10 156 Good 72 14 Yes
252 139 111 5 132 Bad 62 13 Yes
253 133 97 0 117 Medium 32 16 Yes
254 124 24 5 122 Medium 57 12 No
255 108 104 23 129 Good 37 17 Yes
256 123 81 8 81 Bad 80 15 Yes
257 147 40 0 144 Medium 73 10 Yes
258 125 62 14 112 Medium 80 13 Yes
259 108 38 0 81 Bad 72 14 No
260 123 36 10 100 Bad 74 11 No
261 129 117 8 101 Bad 36 10 Yes
262 121 42 4 118 Medium 54 15 Yes
263 120 77 15 132 Medium 48 18 Yes
264 116 26 6 115 Medium 25 17 Yes
265 128 29 5 159 Good 31 15 Yes
266 130 35 10 129 Bad 39 17 Yes
267 128 93 12 112 Good 73 17 No
268 134 82 7 112 Bad 51 12 No
269 123 57 0 105 Medium 39 11 Yes
270 159 69 0 166 Medium 46 17 Yes
271 119 26 0 89 Good 26 10 Yes
272 111 56 0 110 Medium 62 16 Yes
273 113 33 0 63 Good 38 12 Yes
274 116 106 8 86 Medium 58 12 Yes
275 135 93 2 119 Medium 34 11 Yes
276 107 119 11 132 Medium 53 11 Yes
277 135 69 14 130 Medium 73 15 Yes
278 136 48 12 125 Medium 36 16 Yes
279 114 113 2 151 Good 40 15 No
280 141 57 13 158 Medium 64 18 Yes
281 121 86 10 145 Bad 51 10 Yes
282 122 69 7 105 Good 45 16 No
283 150 96 0 154 Good 61 11 Yes
284 135 110 0 117 Medium 80 16 No
285 106 46 11 96 Bad 79 17 No
286 146 26 11 131 Medium 39 10 Yes
287 117 118 11 113 Medium 67 18 No
288 95 44 4 72 Bad 44 17 Yes
289 116 40 0 97 Medium 76 15 No
290 143 77 25 156 Medium 43 17 Yes
291 107 111 14 103 Medium 41 11 No
292 118 70 0 89 Bad 39 17 Yes
293 113 66 16 74 Good 76 15 Yes
294 123 84 0 89 Good 59 10 Yes
295 148 76 3 99 Good 60 11 Yes
296 118 35 14 137 Medium 79 10 No
297 127 44 13 123 Good 63 18 Yes
298 118 83 13 104 Bad 75 10 Yes
299 148 63 0 130 Good 63 15 Yes
300 135 40 17 96 Medium 54 17 No
301 116 78 1 99 Medium 45 11 Yes
302 99 93 0 87 Medium 57 16 Yes
303 108 77 13 110 Bad 74 14 Yes
304 133 52 16 99 Medium 43 11 Yes
305 123 98 12 134 Good 29 10 Yes
306 115 29 26 132 Medium 33 13 Yes
307 131 32 1 133 Medium 48 12 Yes
308 138 92 0 120 Bad 61 12 Yes
309 126 80 19 126 Medium 52 10 Yes
310 131 111 13 80 Bad 68 18 Yes
311 175 65 29 166 Medium 53 12 Yes
312 146 68 12 132 Bad 51 14 Yes
313 137 117 5 135 Bad 38 10 Yes
314 103 81 3 54 Medium 66 13 Yes
315 133 33 10 129 Good 71 14 Yes
316 131 21 8 171 Good 29 14 Yes
317 122 36 5 72 Good 35 10 Yes
318 142 30 0 136 Good 80 15 No
319 116 72 10 130 Good 41 14 No
320 127 45 19 129 Medium 57 11 No
321 136 70 12 152 Medium 44 18 Yes
322 123 39 5 98 Medium 34 15 Yes
323 140 50 10 139 Good 60 15 Yes
324 107 105 18 103 Medium 34 12 Yes
325 136 65 4 150 Bad 53 13 Yes
326 144 69 11 104 Medium 47 11 Yes
327 133 30 0 122 Medium 53 17 Yes
328 112 38 17 104 Medium 80 16 Yes
329 117 66 1 111 Bad 55 11 Yes
330 100 54 9 89 Good 45 12 Yes
331 122 59 0 112 Bad 32 14 No
332 135 63 15 134 Medium 32 10 Yes
333 106 33 20 104 Medium 61 12 Yes
334 136 60 7 147 Medium 41 10 Yes
335 93 117 9 83 Bad 42 13 Yes
336 120 70 15 110 Medium 72 15 Yes
337 138 35 6 143 Bad 28 18 Yes
338 130 38 0 102 Medium 80 15 Yes
339 112 24 0 101 Medium 45 11 Yes
340 134 44 4 126 Good 44 15 Yes
341 140 29 0 91 Bad 43 16 Yes
342 98 120 0 93 Medium 72 10 No
343 137 102 13 118 Medium 71 10 No
344 117 42 10 121 Bad 26 14 Yes
345 138 80 0 126 Good 70 13 No
346 121 68 0 149 Good 79 12 Yes
347 132 107 0 125 Medium 33 13 No
348 96 39 0 112 Good 27 14 No
349 132 102 20 107 Good 49 11 Yes
350 134 27 18 96 Medium 49 14 No
351 111 101 17 91 Medium 63 17 No
352 124 115 16 105 Medium 62 16 No
353 133 103 14 122 Good 61 17 Yes
354 107 67 12 92 Medium 35 12 No
355 133 31 1 145 Medium 42 18 Yes
356 130 100 0 146 Good 42 11 Yes
357 142 109 0 164 Good 72 12 Yes
358 103 73 3 72 Medium 34 15 Yes
359 123 96 10 118 Bad 69 11 Yes
360 130 62 11 130 Bad 66 14 Yes
361 118 86 7 114 Good 52 15 No
362 131 25 10 104 Medium 56 15 No
363 131 55 0 110 Bad 79 12 Yes
364 111 75 1 108 Good 25 12 Yes
365 122 21 16 131 Good 30 14 Yes
366 154 30 0 162 Medium 57 17 No
367 124 56 11 134 Medium 53 12 No
368 95 106 0 53 Good 52 17 Yes
369 109 22 10 79 Good 74 14 No
370 135 100 22 122 Medium 36 14 Yes
371 126 41 22 119 Bad 42 12 Yes
372 152 81 0 126 Medium 54 16 Yes
373 121 50 0 98 Medium 65 11 No
374 137 71 0 116 Medium 78 17 Yes
375 131 47 7 118 Medium 47 12 Yes
376 132 46 4 124 Medium 73 11 Yes
377 141 60 19 92 Good 44 11 Yes
378 132 61 0 125 Medium 41 12 No
379 133 88 3 119 Medium 79 12 Yes
380 125 111 0 107 Bad 54 15 Yes
381 106 64 10 89 Medium 68 17 Yes
382 124 65 21 151 Bad 77 13 Yes
383 121 28 19 121 Medium 66 14 Yes
384 98 117 0 68 Medium 63 10 Yes
385 123 37 15 112 Good 28 12 Yes
386 131 73 13 132 Medium 62 17 Yes
387 152 116 0 160 Medium 39 16 Yes
388 142 73 14 115 Medium 73 14 No
389 135 89 11 78 Bad 79 16 Yes
390 128 42 8 107 Medium 35 12 Yes
391 108 75 9 111 Medium 67 12 Yes
392 153 63 0 124 Bad 56 16 Yes
393 129 42 13 130 Bad 34 13 Yes
394 109 51 10 120 Medium 30 17 No
395 130 58 19 139 Bad 33 16 Yes
396 138 108 17 128 Good 33 14 Yes
397 139 23 3 120 Medium 55 11 No
398 162 26 12 159 Medium 40 18 Yes
399 100 79 7 95 Bad 50 12 Yes
400 134 37 0 120 Good 49 16 Yes- Moreover, you can select by type of variable
Sales CompPrice Income Advertising Population Price Age Education
1 9.50 138 73 11 276 120 42 17
2 11.22 111 48 16 260 83 65 10
3 10.06 113 35 10 269 80 59 12
4 7.40 117 100 4 466 97 55 14
5 4.15 141 64 3 340 128 38 13
6 10.81 124 113 13 501 72 78 16
7 6.63 115 105 0 45 108 71 15
8 11.85 136 81 15 425 120 67 10
9 6.54 132 110 0 108 124 76 10
10 4.69 132 113 0 131 124 76 17
11 9.01 121 78 9 150 100 26 10
12 11.96 117 94 4 503 94 50 13
13 3.98 122 35 2 393 136 62 18
14 10.96 115 28 11 29 86 53 18
15 11.17 107 117 11 148 118 52 18
16 8.71 149 95 5 400 144 76 18
17 7.58 118 32 0 284 110 63 13
18 12.29 147 74 13 251 131 52 10
19 13.91 110 110 0 408 68 46 17
20 8.73 129 76 16 58 121 69 12
21 6.41 125 90 2 367 131 35 18
22 12.13 134 29 12 239 109 62 18
23 5.08 128 46 6 497 138 42 13
24 5.87 121 31 0 292 109 79 10
25 10.14 145 119 16 294 113 42 12
26 14.90 139 32 0 176 82 54 11
27 8.33 107 115 11 496 131 50 11
28 5.27 98 118 0 19 107 64 17
29 2.99 103 74 0 359 97 55 11
30 7.81 104 99 15 226 102 58 17
31 13.55 125 94 0 447 89 30 12
32 8.25 136 58 16 241 131 44 18
33 6.20 107 32 12 236 137 64 10
34 8.77 114 38 13 317 128 50 16
35 2.67 115 54 0 406 128 42 17
36 11.07 131 84 11 29 96 44 17
37 8.89 122 76 0 270 100 60 18
38 4.95 121 41 5 412 110 54 10
39 6.59 109 73 0 454 102 65 15
40 3.24 130 60 0 144 138 38 10
41 2.07 119 98 0 18 126 73 17
42 7.96 157 53 0 403 124 58 16
43 10.43 77 69 0 25 24 50 18
44 4.12 123 42 11 16 134 59 13
45 4.16 85 79 6 325 95 69 13
46 4.56 141 63 0 168 135 44 12
47 12.44 127 90 14 16 70 48 15
48 4.38 126 98 0 173 108 55 16
49 3.91 116 52 0 349 98 69 18
50 10.61 157 93 0 51 149 32 17
51 1.42 99 32 18 341 108 80 16
52 4.42 121 90 0 150 108 75 16
53 7.91 153 40 3 112 129 39 18
54 6.92 109 64 13 39 119 61 17
55 4.90 134 103 13 25 144 76 17
56 6.85 143 81 5 60 154 61 18
57 11.91 133 82 0 54 84 50 17
58 0.91 93 91 0 22 117 75 11
59 5.42 103 93 15 188 103 74 16
60 5.21 118 71 4 148 114 80 13
61 8.32 122 102 19 469 123 29 13
62 7.32 105 32 0 358 107 26 13
63 1.82 139 45 0 146 133 77 17
64 8.47 119 88 10 170 101 61 13
65 7.80 100 67 12 184 104 32 16
66 4.90 122 26 0 197 128 55 13
67 8.85 127 92 0 508 91 56 18
68 9.01 126 61 14 152 115 47 16
69 13.39 149 69 20 366 134 60 13
70 7.99 127 59 0 339 99 65 12
71 9.46 89 81 15 237 99 74 12
72 6.50 148 51 16 148 150 58 17
73 5.52 115 45 0 432 116 25 15
74 12.61 118 90 10 54 104 31 11
75 6.20 150 68 5 125 136 64 13
76 8.55 88 111 23 480 92 36 16
77 10.64 102 87 10 346 70 64 15
78 7.70 118 71 12 44 89 67 18
79 4.43 134 48 1 139 145 65 12
80 9.14 134 67 0 286 90 41 13
81 8.01 113 100 16 353 79 68 11
82 7.52 116 72 0 237 128 70 13
83 11.62 151 83 4 325 139 28 17
84 4.42 109 36 7 468 94 56 11
85 2.23 111 25 0 52 121 43 18
86 8.47 125 103 0 304 112 49 13
87 8.70 150 84 9 432 134 64 15
88 11.70 131 67 7 272 126 54 16
89 6.56 117 42 7 144 111 62 10
90 7.95 128 66 3 493 119 45 16
91 5.33 115 22 0 491 103 64 11
92 4.81 97 46 11 267 107 80 15
93 4.53 114 113 0 97 125 29 12
94 8.86 145 30 0 67 104 55 17
95 8.39 115 97 5 134 84 55 11
96 5.58 134 25 10 237 148 59 13
97 9.48 147 42 10 407 132 73 16
98 7.45 161 82 5 287 129 33 16
99 12.49 122 77 24 382 127 36 16
100 4.88 121 47 3 220 107 56 16
101 4.11 113 69 11 94 106 76 12
102 6.20 128 93 0 89 118 34 18
103 5.30 113 22 0 57 97 65 16
104 5.07 123 91 0 334 96 78 17
105 4.62 121 96 0 472 138 51 12
106 5.55 104 100 8 398 97 61 11
107 0.16 102 33 0 217 139 70 18
108 8.55 134 107 0 104 108 60 12
109 3.47 107 79 2 488 103 65 16
110 8.98 115 65 0 217 90 60 17
111 9.00 128 62 7 125 116 43 14
112 6.62 132 118 12 272 151 43 14
113 6.67 116 99 5 298 125 62 12
114 6.01 131 29 11 335 127 33 12
115 9.31 122 87 9 17 106 65 13
116 8.54 139 35 0 95 129 42 13
117 5.08 135 75 0 202 128 80 10
118 8.80 145 53 0 507 119 41 12
119 7.57 112 88 2 243 99 62 11
120 7.37 130 94 8 137 128 64 12
121 6.87 128 105 11 249 131 63 13
122 11.67 125 89 10 380 87 28 10
123 6.88 119 100 5 45 108 75 10
124 8.19 127 103 0 125 155 29 15
125 8.87 131 113 0 181 120 63 14
126 9.34 89 78 0 181 49 43 15
127 11.27 153 68 2 60 133 59 16
128 6.52 125 48 3 192 116 51 14
129 4.96 133 100 3 350 126 55 13
130 4.47 143 120 7 279 147 40 10
131 8.41 94 84 13 497 77 51 12
132 6.50 108 69 3 208 94 77 16
133 9.54 125 87 9 232 136 72 10
134 7.62 132 98 2 265 97 62 12
135 3.67 132 31 0 327 131 76 16
136 6.44 96 94 14 384 120 36 18
137 5.17 131 75 0 10 120 31 18
138 6.52 128 42 0 436 118 80 11
139 10.27 125 103 12 371 109 44 10
140 12.30 146 62 10 310 94 30 13
141 6.03 133 60 10 277 129 45 18
142 6.53 140 42 0 331 131 28 15
143 7.44 124 84 0 300 104 77 15
144 0.53 122 88 7 36 159 28 17
145 9.09 132 68 0 264 123 34 11
146 8.77 144 63 11 27 117 47 17
147 3.90 114 83 0 412 131 39 14
148 10.51 140 54 9 402 119 41 16
149 7.56 110 119 0 384 97 72 14
150 11.48 121 120 13 140 87 56 11
151 10.49 122 84 8 176 114 57 10
152 10.77 111 58 17 407 103 75 17
153 7.64 128 78 0 341 128 45 13
154 5.93 150 36 7 488 150 25 17
155 6.89 129 69 10 289 110 50 16
156 7.71 98 72 0 59 69 65 16
157 7.49 146 34 0 220 157 51 16
158 10.21 121 58 8 249 90 48 13
159 12.53 142 90 1 189 112 39 10
160 9.32 119 60 0 372 70 30 18
161 4.67 111 28 0 486 111 29 12
162 2.93 143 21 5 81 160 67 12
163 3.63 122 74 0 424 149 51 13
164 5.68 130 64 0 40 106 39 17
165 8.22 148 64 0 58 141 27 13
166 0.37 147 58 7 100 191 27 15
167 6.71 119 67 17 151 137 55 11
168 6.71 106 73 0 216 93 60 13
169 7.30 129 89 0 425 117 45 10
170 11.48 104 41 15 492 77 73 18
171 8.01 128 39 12 356 118 71 10
172 12.49 93 106 12 416 55 75 15
173 9.03 104 102 13 123 110 35 16
174 6.38 135 91 5 207 128 66 18
175 0.00 139 24 0 358 185 79 15
176 7.54 115 89 0 38 122 25 12
177 5.61 138 107 9 480 154 47 11
178 10.48 138 72 0 148 94 27 17
179 10.66 104 71 14 89 81 25 14
180 7.78 144 25 3 70 116 77 18
181 4.94 137 112 15 434 149 66 13
182 7.43 121 83 0 79 91 68 11
183 4.74 137 60 4 230 140 25 13
184 5.32 118 74 6 426 102 80 18
185 9.95 132 33 7 35 97 60 11
186 10.07 130 100 11 449 107 64 10
187 8.68 120 51 0 93 86 46 17
188 6.03 117 32 0 142 96 62 17
189 8.07 116 37 0 426 90 76 15
190 12.11 118 117 18 509 104 26 15
191 8.79 130 37 13 297 101 37 13
192 6.67 156 42 13 170 173 74 14
193 7.56 108 26 0 408 93 56 14
194 13.28 139 70 7 71 96 61 10
195 7.23 112 98 18 481 128 45 11
196 4.19 117 93 4 420 112 66 11
197 4.10 130 28 6 410 133 72 16
198 2.52 124 61 0 333 138 76 16
199 3.62 112 80 5 500 128 69 10
200 6.42 122 88 5 335 126 64 14
201 5.56 144 92 0 349 146 62 12
202 5.94 138 83 0 139 134 54 18
203 4.10 121 78 4 413 130 46 10
204 2.05 131 82 0 132 157 25 14
205 8.74 155 80 0 237 124 37 14
206 5.68 113 22 1 317 132 28 12
207 4.97 162 67 0 27 160 77 17
208 8.19 111 105 0 466 97 61 10
209 7.78 86 54 0 497 64 33 12
210 3.02 98 21 11 326 90 76 11
211 4.36 125 41 2 357 123 47 14
212 9.39 117 118 14 445 120 32 15
213 12.04 145 69 19 501 105 45 11
214 8.23 149 84 5 220 139 33 10
215 4.83 115 115 3 48 107 73 18
216 2.34 116 83 15 170 144 71 11
217 5.73 141 33 0 243 144 34 17
218 4.34 106 44 0 481 111 70 14
219 9.70 138 61 12 156 120 25 14
220 10.62 116 79 19 359 116 58 17
221 10.59 131 120 15 262 124 30 10
222 6.43 124 44 0 125 107 80 11
223 7.49 136 119 6 178 145 35 13
224 3.45 110 45 9 276 125 62 14
225 4.10 134 82 0 464 141 48 13
226 6.68 107 25 0 412 82 36 14
227 7.80 119 33 0 245 122 56 14
228 8.69 113 64 10 68 101 57 16
229 5.40 149 73 13 381 163 26 11
230 11.19 98 104 0 404 72 27 18
231 5.16 115 60 0 119 114 38 14
232 8.09 132 69 0 123 122 27 11
233 13.14 137 80 10 24 105 61 15
234 8.65 123 76 18 218 120 29 14
235 9.43 115 62 11 289 129 56 16
236 5.53 126 32 8 95 132 50 17
237 9.32 141 34 16 361 108 69 10
238 9.62 151 28 8 499 135 48 10
239 7.36 121 24 0 200 133 73 13
240 3.89 123 105 0 149 118 62 16
241 10.31 159 80 0 362 121 26 18
242 12.01 136 63 0 160 94 38 12
243 4.68 124 46 0 199 135 52 14
244 7.82 124 25 13 87 110 57 10
245 8.78 130 30 0 391 100 26 18
246 10.00 114 43 0 199 88 57 10
247 6.90 120 56 20 266 90 78 18
248 5.04 123 114 0 298 151 34 16
249 5.36 111 52 0 12 101 61 11
250 5.05 125 67 0 86 117 65 11
251 9.16 137 105 10 435 156 72 14
252 3.72 139 111 5 310 132 62 13
253 8.31 133 97 0 70 117 32 16
254 5.64 124 24 5 288 122 57 12
255 9.58 108 104 23 353 129 37 17
256 7.71 123 81 8 198 81 80 15
257 4.20 147 40 0 277 144 73 10
258 8.67 125 62 14 477 112 80 13
259 3.47 108 38 0 251 81 72 14
260 5.12 123 36 10 467 100 74 11
261 7.67 129 117 8 400 101 36 10
262 5.71 121 42 4 188 118 54 15
263 6.37 120 77 15 86 132 48 18
264 7.77 116 26 6 434 115 25 17
265 6.95 128 29 5 324 159 31 15
266 5.31 130 35 10 402 129 39 17
267 9.10 128 93 12 343 112 73 17
268 5.83 134 82 7 473 112 51 12
269 6.53 123 57 0 66 105 39 11
270 5.01 159 69 0 438 166 46 17
271 11.99 119 26 0 284 89 26 10
272 4.55 111 56 0 504 110 62 16
273 12.98 113 33 0 14 63 38 12
274 10.04 116 106 8 244 86 58 12
275 7.22 135 93 2 67 119 34 11
276 6.67 107 119 11 210 132 53 11
277 6.93 135 69 14 296 130 73 15
278 7.80 136 48 12 326 125 36 16
279 7.22 114 113 2 129 151 40 15
280 3.42 141 57 13 376 158 64 18
281 2.86 121 86 10 496 145 51 10
282 11.19 122 69 7 303 105 45 16
283 7.74 150 96 0 80 154 61 11
284 5.36 135 110 0 112 117 80 16
285 6.97 106 46 11 414 96 79 17
286 7.60 146 26 11 261 131 39 10
287 7.53 117 118 11 429 113 67 18
288 6.88 95 44 4 208 72 44 17
289 6.98 116 40 0 74 97 76 15
290 8.75 143 77 25 448 156 43 17
291 9.49 107 111 14 400 103 41 11
292 6.64 118 70 0 106 89 39 17
293 11.82 113 66 16 322 74 76 15
294 11.28 123 84 0 74 89 59 10
295 12.66 148 76 3 126 99 60 11
296 4.21 118 35 14 502 137 79 10
297 8.21 127 44 13 160 123 63 18
298 3.07 118 83 13 276 104 75 10
299 10.98 148 63 0 312 130 63 15
300 9.40 135 40 17 497 96 54 17
301 8.57 116 78 1 158 99 45 11
302 7.41 99 93 0 198 87 57 16
303 5.28 108 77 13 388 110 74 14
304 10.01 133 52 16 290 99 43 11
305 11.93 123 98 12 408 134 29 10
306 8.03 115 29 26 394 132 33 13
307 4.78 131 32 1 85 133 48 12
308 5.90 138 92 0 13 120 61 12
309 9.24 126 80 19 436 126 52 10
310 11.18 131 111 13 33 80 68 18
311 9.53 175 65 29 419 166 53 12
312 6.15 146 68 12 328 132 51 14
313 6.80 137 117 5 337 135 38 10
314 9.33 103 81 3 491 54 66 13
315 7.72 133 33 10 333 129 71 14
316 6.39 131 21 8 220 171 29 14
317 15.63 122 36 5 369 72 35 10
318 6.41 142 30 0 472 136 80 15
319 10.08 116 72 10 456 130 41 14
320 6.97 127 45 19 459 129 57 11
321 5.86 136 70 12 171 152 44 18
322 7.52 123 39 5 499 98 34 15
323 9.16 140 50 10 300 139 60 15
324 10.36 107 105 18 428 103 34 12
325 2.66 136 65 4 133 150 53 13
326 11.70 144 69 11 131 104 47 11
327 4.69 133 30 0 152 122 53 17
328 6.23 112 38 17 316 104 80 16
329 3.15 117 66 1 65 111 55 11
330 11.27 100 54 9 433 89 45 12
331 4.99 122 59 0 501 112 32 14
332 10.10 135 63 15 213 134 32 10
333 5.74 106 33 20 354 104 61 12
334 5.87 136 60 7 303 147 41 10
335 7.63 93 117 9 489 83 42 13
336 6.18 120 70 15 464 110 72 15
337 5.17 138 35 6 60 143 28 18
338 8.61 130 38 0 283 102 80 15
339 5.97 112 24 0 164 101 45 11
340 11.54 134 44 4 219 126 44 15
341 7.50 140 29 0 105 91 43 16
342 7.38 98 120 0 268 93 72 10
343 7.81 137 102 13 422 118 71 10
344 5.99 117 42 10 371 121 26 14
345 8.43 138 80 0 108 126 70 13
346 4.81 121 68 0 279 149 79 12
347 8.97 132 107 0 144 125 33 13
348 6.88 96 39 0 161 112 27 14
349 12.57 132 102 20 459 107 49 11
350 9.32 134 27 18 467 96 49 14
351 8.64 111 101 17 266 91 63 17
352 10.44 124 115 16 458 105 62 16
353 13.44 133 103 14 288 122 61 17
354 9.45 107 67 12 430 92 35 12
355 5.30 133 31 1 80 145 42 18
356 7.02 130 100 0 306 146 42 11
357 3.58 142 109 0 111 164 72 12
358 13.36 103 73 3 276 72 34 15
359 4.17 123 96 10 71 118 69 11
360 3.13 130 62 11 396 130 66 14
361 8.77 118 86 7 265 114 52 15
362 8.68 131 25 10 183 104 56 15
363 5.25 131 55 0 26 110 79 12
364 10.26 111 75 1 377 108 25 12
365 10.50 122 21 16 488 131 30 14
366 6.53 154 30 0 122 162 57 17
367 5.98 124 56 11 447 134 53 12
368 14.37 95 106 0 256 53 52 17
369 10.71 109 22 10 348 79 74 14
370 10.26 135 100 22 463 122 36 14
371 7.68 126 41 22 403 119 42 12
372 9.08 152 81 0 191 126 54 16
373 7.80 121 50 0 508 98 65 11
374 5.58 137 71 0 402 116 78 17
375 9.44 131 47 7 90 118 47 12
376 7.90 132 46 4 206 124 73 11
377 16.27 141 60 19 319 92 44 11
378 6.81 132 61 0 263 125 41 12
379 6.11 133 88 3 105 119 79 12
380 5.81 125 111 0 404 107 54 15
381 9.64 106 64 10 17 89 68 17
382 3.90 124 65 21 496 151 77 13
383 4.95 121 28 19 315 121 66 14
384 9.35 98 117 0 76 68 63 10
385 12.85 123 37 15 348 112 28 12
386 5.87 131 73 13 455 132 62 17
387 5.32 152 116 0 170 160 39 16
388 8.67 142 73 14 238 115 73 14
389 8.14 135 89 11 245 78 79 16
390 8.44 128 42 8 328 107 35 12
391 5.47 108 75 9 61 111 67 12
392 6.10 153 63 0 49 124 56 16
393 4.53 129 42 13 315 130 34 13
394 5.57 109 51 10 26 120 30 17
395 5.35 130 58 19 366 139 33 16
396 12.57 138 108 17 203 128 33 14
397 6.14 139 23 3 37 120 55 11
398 7.41 162 26 12 368 159 40 18
399 5.94 100 79 7 284 95 50 12
400 9.71 134 37 0 27 120 49 16Hold Up…
Rename Your Variable
Task - You want to rename certain variables from your Carseats dataset
Solution - rename() function
- Suppose you want to rename
CompPriceandShelveLocvariables
Sales competitor_price Income Advertising Population Price
1 9.50 138 73 11 276 120
2 11.22 111 48 16 260 83
3 10.06 113 35 10 269 80
4 7.40 117 100 4 466 97
5 4.15 141 64 3 340 128
6 10.81 124 113 13 501 72
7 6.63 115 105 0 45 108
8 11.85 136 81 15 425 120
9 6.54 132 110 0 108 124
10 4.69 132 113 0 131 124
11 9.01 121 78 9 150 100
12 11.96 117 94 4 503 94
13 3.98 122 35 2 393 136
14 10.96 115 28 11 29 86
15 11.17 107 117 11 148 118
16 8.71 149 95 5 400 144
17 7.58 118 32 0 284 110
18 12.29 147 74 13 251 131
19 13.91 110 110 0 408 68
20 8.73 129 76 16 58 121
21 6.41 125 90 2 367 131
22 12.13 134 29 12 239 109
23 5.08 128 46 6 497 138
24 5.87 121 31 0 292 109
25 10.14 145 119 16 294 113
26 14.90 139 32 0 176 82
27 8.33 107 115 11 496 131
28 5.27 98 118 0 19 107
29 2.99 103 74 0 359 97
30 7.81 104 99 15 226 102
31 13.55 125 94 0 447 89
32 8.25 136 58 16 241 131
33 6.20 107 32 12 236 137
34 8.77 114 38 13 317 128
35 2.67 115 54 0 406 128
36 11.07 131 84 11 29 96
37 8.89 122 76 0 270 100
38 4.95 121 41 5 412 110
39 6.59 109 73 0 454 102
40 3.24 130 60 0 144 138
41 2.07 119 98 0 18 126
42 7.96 157 53 0 403 124
43 10.43 77 69 0 25 24
44 4.12 123 42 11 16 134
45 4.16 85 79 6 325 95
46 4.56 141 63 0 168 135
47 12.44 127 90 14 16 70
48 4.38 126 98 0 173 108
49 3.91 116 52 0 349 98
50 10.61 157 93 0 51 149
51 1.42 99 32 18 341 108
52 4.42 121 90 0 150 108
53 7.91 153 40 3 112 129
54 6.92 109 64 13 39 119
55 4.90 134 103 13 25 144
56 6.85 143 81 5 60 154
57 11.91 133 82 0 54 84
58 0.91 93 91 0 22 117
59 5.42 103 93 15 188 103
60 5.21 118 71 4 148 114
61 8.32 122 102 19 469 123
62 7.32 105 32 0 358 107
63 1.82 139 45 0 146 133
64 8.47 119 88 10 170 101
65 7.80 100 67 12 184 104
66 4.90 122 26 0 197 128
67 8.85 127 92 0 508 91
68 9.01 126 61 14 152 115
69 13.39 149 69 20 366 134
70 7.99 127 59 0 339 99
71 9.46 89 81 15 237 99
72 6.50 148 51 16 148 150
73 5.52 115 45 0 432 116
74 12.61 118 90 10 54 104
75 6.20 150 68 5 125 136
76 8.55 88 111 23 480 92
77 10.64 102 87 10 346 70
78 7.70 118 71 12 44 89
79 4.43 134 48 1 139 145
80 9.14 134 67 0 286 90
81 8.01 113 100 16 353 79
82 7.52 116 72 0 237 128
83 11.62 151 83 4 325 139
84 4.42 109 36 7 468 94
85 2.23 111 25 0 52 121
86 8.47 125 103 0 304 112
87 8.70 150 84 9 432 134
88 11.70 131 67 7 272 126
89 6.56 117 42 7 144 111
90 7.95 128 66 3 493 119
91 5.33 115 22 0 491 103
92 4.81 97 46 11 267 107
93 4.53 114 113 0 97 125
94 8.86 145 30 0 67 104
95 8.39 115 97 5 134 84
96 5.58 134 25 10 237 148
97 9.48 147 42 10 407 132
98 7.45 161 82 5 287 129
99 12.49 122 77 24 382 127
100 4.88 121 47 3 220 107
101 4.11 113 69 11 94 106
102 6.20 128 93 0 89 118
103 5.30 113 22 0 57 97
104 5.07 123 91 0 334 96
105 4.62 121 96 0 472 138
106 5.55 104 100 8 398 97
107 0.16 102 33 0 217 139
108 8.55 134 107 0 104 108
109 3.47 107 79 2 488 103
110 8.98 115 65 0 217 90
111 9.00 128 62 7 125 116
112 6.62 132 118 12 272 151
113 6.67 116 99 5 298 125
114 6.01 131 29 11 335 127
115 9.31 122 87 9 17 106
116 8.54 139 35 0 95 129
117 5.08 135 75 0 202 128
118 8.80 145 53 0 507 119
119 7.57 112 88 2 243 99
120 7.37 130 94 8 137 128
121 6.87 128 105 11 249 131
122 11.67 125 89 10 380 87
123 6.88 119 100 5 45 108
124 8.19 127 103 0 125 155
125 8.87 131 113 0 181 120
126 9.34 89 78 0 181 49
127 11.27 153 68 2 60 133
128 6.52 125 48 3 192 116
129 4.96 133 100 3 350 126
130 4.47 143 120 7 279 147
131 8.41 94 84 13 497 77
132 6.50 108 69 3 208 94
133 9.54 125 87 9 232 136
134 7.62 132 98 2 265 97
135 3.67 132 31 0 327 131
136 6.44 96 94 14 384 120
137 5.17 131 75 0 10 120
138 6.52 128 42 0 436 118
139 10.27 125 103 12 371 109
140 12.30 146 62 10 310 94
141 6.03 133 60 10 277 129
142 6.53 140 42 0 331 131
143 7.44 124 84 0 300 104
144 0.53 122 88 7 36 159
145 9.09 132 68 0 264 123
146 8.77 144 63 11 27 117
147 3.90 114 83 0 412 131
148 10.51 140 54 9 402 119
149 7.56 110 119 0 384 97
150 11.48 121 120 13 140 87
151 10.49 122 84 8 176 114
152 10.77 111 58 17 407 103
153 7.64 128 78 0 341 128
154 5.93 150 36 7 488 150
155 6.89 129 69 10 289 110
156 7.71 98 72 0 59 69
157 7.49 146 34 0 220 157
158 10.21 121 58 8 249 90
159 12.53 142 90 1 189 112
160 9.32 119 60 0 372 70
161 4.67 111 28 0 486 111
162 2.93 143 21 5 81 160
163 3.63 122 74 0 424 149
164 5.68 130 64 0 40 106
165 8.22 148 64 0 58 141
166 0.37 147 58 7 100 191
167 6.71 119 67 17 151 137
168 6.71 106 73 0 216 93
169 7.30 129 89 0 425 117
170 11.48 104 41 15 492 77
171 8.01 128 39 12 356 118
172 12.49 93 106 12 416 55
173 9.03 104 102 13 123 110
174 6.38 135 91 5 207 128
175 0.00 139 24 0 358 185
176 7.54 115 89 0 38 122
177 5.61 138 107 9 480 154
178 10.48 138 72 0 148 94
179 10.66 104 71 14 89 81
180 7.78 144 25 3 70 116
181 4.94 137 112 15 434 149
182 7.43 121 83 0 79 91
183 4.74 137 60 4 230 140
184 5.32 118 74 6 426 102
185 9.95 132 33 7 35 97
186 10.07 130 100 11 449 107
187 8.68 120 51 0 93 86
188 6.03 117 32 0 142 96
189 8.07 116 37 0 426 90
190 12.11 118 117 18 509 104
191 8.79 130 37 13 297 101
192 6.67 156 42 13 170 173
193 7.56 108 26 0 408 93
194 13.28 139 70 7 71 96
195 7.23 112 98 18 481 128
196 4.19 117 93 4 420 112
197 4.10 130 28 6 410 133
198 2.52 124 61 0 333 138
199 3.62 112 80 5 500 128
200 6.42 122 88 5 335 126
201 5.56 144 92 0 349 146
202 5.94 138 83 0 139 134
203 4.10 121 78 4 413 130
204 2.05 131 82 0 132 157
205 8.74 155 80 0 237 124
206 5.68 113 22 1 317 132
207 4.97 162 67 0 27 160
208 8.19 111 105 0 466 97
209 7.78 86 54 0 497 64
210 3.02 98 21 11 326 90
211 4.36 125 41 2 357 123
212 9.39 117 118 14 445 120
213 12.04 145 69 19 501 105
214 8.23 149 84 5 220 139
215 4.83 115 115 3 48 107
216 2.34 116 83 15 170 144
217 5.73 141 33 0 243 144
218 4.34 106 44 0 481 111
219 9.70 138 61 12 156 120
220 10.62 116 79 19 359 116
221 10.59 131 120 15 262 124
222 6.43 124 44 0 125 107
223 7.49 136 119 6 178 145
224 3.45 110 45 9 276 125
225 4.10 134 82 0 464 141
226 6.68 107 25 0 412 82
227 7.80 119 33 0 245 122
228 8.69 113 64 10 68 101
229 5.40 149 73 13 381 163
230 11.19 98 104 0 404 72
231 5.16 115 60 0 119 114
232 8.09 132 69 0 123 122
233 13.14 137 80 10 24 105
234 8.65 123 76 18 218 120
235 9.43 115 62 11 289 129
236 5.53 126 32 8 95 132
237 9.32 141 34 16 361 108
238 9.62 151 28 8 499 135
239 7.36 121 24 0 200 133
240 3.89 123 105 0 149 118
241 10.31 159 80 0 362 121
242 12.01 136 63 0 160 94
243 4.68 124 46 0 199 135
244 7.82 124 25 13 87 110
245 8.78 130 30 0 391 100
246 10.00 114 43 0 199 88
247 6.90 120 56 20 266 90
248 5.04 123 114 0 298 151
249 5.36 111 52 0 12 101
250 5.05 125 67 0 86 117
251 9.16 137 105 10 435 156
252 3.72 139 111 5 310 132
253 8.31 133 97 0 70 117
254 5.64 124 24 5 288 122
255 9.58 108 104 23 353 129
256 7.71 123 81 8 198 81
257 4.20 147 40 0 277 144
258 8.67 125 62 14 477 112
259 3.47 108 38 0 251 81
260 5.12 123 36 10 467 100
261 7.67 129 117 8 400 101
262 5.71 121 42 4 188 118
263 6.37 120 77 15 86 132
264 7.77 116 26 6 434 115
265 6.95 128 29 5 324 159
266 5.31 130 35 10 402 129
267 9.10 128 93 12 343 112
268 5.83 134 82 7 473 112
269 6.53 123 57 0 66 105
270 5.01 159 69 0 438 166
271 11.99 119 26 0 284 89
272 4.55 111 56 0 504 110
273 12.98 113 33 0 14 63
274 10.04 116 106 8 244 86
275 7.22 135 93 2 67 119
276 6.67 107 119 11 210 132
277 6.93 135 69 14 296 130
278 7.80 136 48 12 326 125
279 7.22 114 113 2 129 151
280 3.42 141 57 13 376 158
281 2.86 121 86 10 496 145
282 11.19 122 69 7 303 105
283 7.74 150 96 0 80 154
284 5.36 135 110 0 112 117
285 6.97 106 46 11 414 96
286 7.60 146 26 11 261 131
287 7.53 117 118 11 429 113
288 6.88 95 44 4 208 72
289 6.98 116 40 0 74 97
290 8.75 143 77 25 448 156
291 9.49 107 111 14 400 103
292 6.64 118 70 0 106 89
293 11.82 113 66 16 322 74
294 11.28 123 84 0 74 89
295 12.66 148 76 3 126 99
296 4.21 118 35 14 502 137
297 8.21 127 44 13 160 123
298 3.07 118 83 13 276 104
299 10.98 148 63 0 312 130
300 9.40 135 40 17 497 96
301 8.57 116 78 1 158 99
302 7.41 99 93 0 198 87
303 5.28 108 77 13 388 110
304 10.01 133 52 16 290 99
305 11.93 123 98 12 408 134
306 8.03 115 29 26 394 132
307 4.78 131 32 1 85 133
308 5.90 138 92 0 13 120
309 9.24 126 80 19 436 126
310 11.18 131 111 13 33 80
311 9.53 175 65 29 419 166
312 6.15 146 68 12 328 132
313 6.80 137 117 5 337 135
314 9.33 103 81 3 491 54
315 7.72 133 33 10 333 129
316 6.39 131 21 8 220 171
317 15.63 122 36 5 369 72
318 6.41 142 30 0 472 136
319 10.08 116 72 10 456 130
320 6.97 127 45 19 459 129
321 5.86 136 70 12 171 152
322 7.52 123 39 5 499 98
323 9.16 140 50 10 300 139
324 10.36 107 105 18 428 103
325 2.66 136 65 4 133 150
326 11.70 144 69 11 131 104
327 4.69 133 30 0 152 122
328 6.23 112 38 17 316 104
329 3.15 117 66 1 65 111
330 11.27 100 54 9 433 89
331 4.99 122 59 0 501 112
332 10.10 135 63 15 213 134
333 5.74 106 33 20 354 104
334 5.87 136 60 7 303 147
335 7.63 93 117 9 489 83
336 6.18 120 70 15 464 110
337 5.17 138 35 6 60 143
338 8.61 130 38 0 283 102
339 5.97 112 24 0 164 101
340 11.54 134 44 4 219 126
341 7.50 140 29 0 105 91
342 7.38 98 120 0 268 93
343 7.81 137 102 13 422 118
344 5.99 117 42 10 371 121
345 8.43 138 80 0 108 126
346 4.81 121 68 0 279 149
347 8.97 132 107 0 144 125
348 6.88 96 39 0 161 112
349 12.57 132 102 20 459 107
350 9.32 134 27 18 467 96
351 8.64 111 101 17 266 91
352 10.44 124 115 16 458 105
353 13.44 133 103 14 288 122
354 9.45 107 67 12 430 92
355 5.30 133 31 1 80 145
356 7.02 130 100 0 306 146
357 3.58 142 109 0 111 164
358 13.36 103 73 3 276 72
359 4.17 123 96 10 71 118
360 3.13 130 62 11 396 130
361 8.77 118 86 7 265 114
362 8.68 131 25 10 183 104
363 5.25 131 55 0 26 110
364 10.26 111 75 1 377 108
365 10.50 122 21 16 488 131
366 6.53 154 30 0 122 162
367 5.98 124 56 11 447 134
368 14.37 95 106 0 256 53
369 10.71 109 22 10 348 79
370 10.26 135 100 22 463 122
371 7.68 126 41 22 403 119
372 9.08 152 81 0 191 126
373 7.80 121 50 0 508 98
374 5.58 137 71 0 402 116
375 9.44 131 47 7 90 118
376 7.90 132 46 4 206 124
377 16.27 141 60 19 319 92
378 6.81 132 61 0 263 125
379 6.11 133 88 3 105 119
380 5.81 125 111 0 404 107
381 9.64 106 64 10 17 89
382 3.90 124 65 21 496 151
383 4.95 121 28 19 315 121
384 9.35 98 117 0 76 68
385 12.85 123 37 15 348 112
386 5.87 131 73 13 455 132
387 5.32 152 116 0 170 160
388 8.67 142 73 14 238 115
389 8.14 135 89 11 245 78
390 8.44 128 42 8 328 107
391 5.47 108 75 9 61 111
392 6.10 153 63 0 49 124
393 4.53 129 42 13 315 130
394 5.57 109 51 10 26 120
395 5.35 130 58 19 366 139
396 12.57 138 108 17 203 128
397 6.14 139 23 3 37 120
398 7.41 162 26 12 368 159
399 5.94 100 79 7 284 95
400 9.71 134 37 0 27 120
shelving_location Age Education Urban US
1 Bad 42 17 Yes Yes
2 Good 65 10 Yes Yes
3 Medium 59 12 Yes Yes
4 Medium 55 14 Yes Yes
5 Bad 38 13 Yes No
6 Bad 78 16 No Yes
7 Medium 71 15 Yes No
8 Good 67 10 Yes Yes
9 Medium 76 10 No No
10 Medium 76 17 No Yes
11 Bad 26 10 No Yes
12 Good 50 13 Yes Yes
13 Medium 62 18 Yes No
14 Good 53 18 Yes Yes
15 Good 52 18 Yes Yes
16 Medium 76 18 No No
17 Good 63 13 Yes No
18 Good 52 10 Yes Yes
19 Good 46 17 No Yes
20 Medium 69 12 Yes Yes
21 Medium 35 18 Yes Yes
22 Good 62 18 No Yes
23 Medium 42 13 Yes No
24 Medium 79 10 Yes No
25 Bad 42 12 Yes Yes
26 Good 54 11 No No
27 Good 50 11 No Yes
28 Medium 64 17 Yes No
29 Bad 55 11 Yes Yes
30 Bad 58 17 Yes Yes
31 Good 30 12 Yes No
32 Medium 44 18 Yes Yes
33 Good 64 10 No Yes
34 Good 50 16 Yes Yes
35 Medium 42 17 Yes Yes
36 Medium 44 17 No Yes
37 Good 60 18 No No
38 Medium 54 10 Yes Yes
39 Medium 65 15 Yes No
40 Bad 38 10 No No
41 Bad 73 17 No No
42 Bad 58 16 Yes No
43 Medium 50 18 Yes No
44 Medium 59 13 Yes Yes
45 Medium 69 13 Yes Yes
46 Bad 44 12 Yes Yes
47 Medium 48 15 No Yes
48 Bad 55 16 Yes No
49 Bad 69 18 Yes No
50 Good 32 17 Yes No
51 Bad 80 16 Yes Yes
52 Bad 75 16 Yes No
53 Bad 39 18 Yes Yes
54 Medium 61 17 Yes Yes
55 Medium 76 17 No Yes
56 Medium 61 18 Yes Yes
57 Medium 50 17 Yes No
58 Bad 75 11 Yes No
59 Bad 74 16 Yes Yes
60 Medium 80 13 Yes No
61 Bad 29 13 Yes Yes
62 Medium 26 13 No No
63 Bad 77 17 Yes Yes
64 Medium 61 13 Yes Yes
65 Medium 32 16 No Yes
66 Medium 55 13 No No
67 Medium 56 18 Yes No
68 Medium 47 16 Yes Yes
69 Good 60 13 Yes Yes
70 Medium 65 12 Yes No
71 Good 74 12 Yes Yes
72 Medium 58 17 No Yes
73 Medium 25 15 Yes No
74 Good 31 11 No Yes
75 Medium 64 13 No Yes
76 Bad 36 16 No Yes
77 Medium 64 15 Yes Yes
78 Medium 67 18 No Yes
79 Medium 65 12 Yes Yes
80 Bad 41 13 Yes No
81 Bad 68 11 Yes Yes
82 Good 70 13 Yes No
83 Good 28 17 Yes Yes
84 Bad 56 11 Yes Yes
85 Bad 43 18 No No
86 Medium 49 13 No No
87 Medium 64 15 Yes No
88 Good 54 16 No Yes
89 Medium 62 10 Yes Yes
90 Medium 45 16 No No
91 Medium 64 11 No No
92 Medium 80 15 Yes Yes
93 Medium 29 12 Yes No
94 Medium 55 17 Yes No
95 Bad 55 11 Yes Yes
96 Medium 59 13 Yes Yes
97 Good 73 16 No Yes
98 Bad 33 16 Yes Yes
99 Good 36 16 No Yes
100 Bad 56 16 No Yes
101 Medium 76 12 No Yes
102 Medium 34 18 Yes No
103 Medium 65 16 No No
104 Bad 78 17 Yes Yes
105 Medium 51 12 Yes No
106 Medium 61 11 Yes Yes
107 Medium 70 18 No No
108 Medium 60 12 Yes No
109 Bad 65 16 Yes No
110 Medium 60 17 No No
111 Medium 43 14 Yes Yes
112 Medium 43 14 Yes Yes
113 Good 62 12 Yes Yes
114 Bad 33 12 Yes Yes
115 Medium 65 13 Yes Yes
116 Medium 42 13 Yes No
117 Medium 80 10 No No
118 Medium 41 12 Yes No
119 Medium 62 11 Yes Yes
120 Medium 64 12 Yes Yes
121 Medium 63 13 Yes Yes
122 Bad 28 10 Yes Yes
123 Medium 75 10 Yes Yes
124 Good 29 15 No Yes
125 Good 63 14 Yes No
126 Medium 43 15 No No
127 Good 59 16 Yes Yes
128 Medium 51 14 Yes Yes
129 Bad 55 13 Yes Yes
130 Bad 40 10 No Yes
131 Medium 51 12 Yes Yes
132 Medium 77 16 Yes No
133 Good 72 10 Yes Yes
134 Bad 62 12 Yes Yes
135 Medium 76 16 Yes No
136 Medium 36 18 No Yes
137 Bad 31 18 No No
138 Medium 80 11 Yes No
139 Medium 44 10 Yes Yes
140 Medium 30 13 No Yes
141 Medium 45 18 Yes Yes
142 Bad 28 15 Yes No
143 Medium 77 15 Yes No
144 Bad 28 17 Yes Yes
145 Good 34 11 No No
146 Medium 47 17 Yes Yes
147 Bad 39 14 Yes No
148 Good 41 16 No Yes
149 Medium 72 14 No Yes
150 Medium 56 11 Yes Yes
151 Good 57 10 No Yes
152 Good 75 17 No Yes
153 Good 45 13 No No
154 Medium 25 17 No Yes
155 Medium 50 16 No Yes
156 Medium 65 16 Yes No
157 Good 51 16 Yes No
158 Medium 48 13 No Yes
159 Good 39 10 No Yes
160 Bad 30 18 No No
161 Medium 29 12 No No
162 Medium 67 12 No Yes
163 Medium 51 13 Yes No
164 Bad 39 17 No No
165 Medium 27 13 No Yes
166 Bad 27 15 Yes Yes
167 Medium 55 11 Yes Yes
168 Medium 60 13 Yes No
169 Medium 45 10 Yes No
170 Good 73 18 Yes Yes
171 Medium 71 10 Yes Yes
172 Medium 75 15 Yes Yes
173 Good 35 16 Yes Yes
174 Medium 66 18 Yes Yes
175 Medium 79 15 No No
176 Medium 25 12 Yes No
177 Medium 47 11 No Yes
178 Medium 27 17 Yes Yes
179 Medium 25 14 No Yes
180 Medium 77 18 Yes Yes
181 Bad 66 13 Yes Yes
182 Medium 68 11 Yes No
183 Bad 25 13 Yes No
184 Medium 80 18 Yes Yes
185 Medium 60 11 No Yes
186 Medium 64 10 Yes Yes
187 Medium 46 17 No No
188 Bad 62 17 Yes No
189 Medium 76 15 Yes No
190 Medium 26 15 No Yes
191 Medium 37 13 No Yes
192 Good 74 14 Yes Yes
193 Medium 56 14 No No
194 Good 61 10 Yes Yes
195 Medium 45 11 Yes Yes
196 Bad 66 11 Yes Yes
197 Bad 72 16 Yes Yes
198 Medium 76 16 Yes No
199 Medium 69 10 Yes Yes
200 Medium 64 14 Yes Yes
201 Medium 62 12 No No
202 Medium 54 18 Yes No
203 Bad 46 10 No Yes
204 Bad 25 14 Yes No
205 Medium 37 14 Yes No
206 Medium 28 12 Yes No
207 Medium 77 17 Yes Yes
208 Bad 61 10 No No
209 Bad 33 12 Yes No
210 Bad 76 11 No Yes
211 Bad 47 14 No Yes
212 Medium 32 15 Yes Yes
213 Medium 45 11 Yes Yes
214 Medium 33 10 Yes Yes
215 Medium 73 18 Yes Yes
216 Bad 71 11 Yes Yes
217 Medium 34 17 Yes No
218 Medium 70 14 No No
219 Medium 25 14 Yes Yes
220 Good 58 17 Yes Yes
221 Medium 30 10 Yes Yes
222 Medium 80 11 Yes No
223 Medium 35 13 Yes Yes
224 Medium 62 14 Yes Yes
225 Medium 48 13 No No
226 Bad 36 14 Yes No
227 Good 56 14 Yes No
228 Medium 57 16 Yes Yes
229 Bad 26 11 No Yes
230 Medium 27 18 No No
231 Bad 38 14 No No
232 Medium 27 11 No No
233 Good 61 15 Yes Yes
234 Medium 29 14 No Yes
235 Good 56 16 No Yes
236 Medium 50 17 Yes Yes
237 Medium 69 10 Yes Yes
238 Medium 48 10 Yes Yes
239 Good 73 13 Yes No
240 Bad 62 16 Yes Yes
241 Medium 26 18 Yes No
242 Medium 38 12 Yes No
243 Medium 52 14 No No
244 Medium 57 10 Yes Yes
245 Medium 26 18 Yes No
246 Good 57 10 No Yes
247 Bad 78 18 Yes Yes
248 Bad 34 16 Yes No
249 Medium 61 11 Yes Yes
250 Bad 65 11 Yes No
251 Good 72 14 Yes Yes
252 Bad 62 13 Yes Yes
253 Medium 32 16 Yes No
254 Medium 57 12 No Yes
255 Good 37 17 Yes Yes
256 Bad 80 15 Yes Yes
257 Medium 73 10 Yes No
258 Medium 80 13 Yes Yes
259 Bad 72 14 No No
260 Bad 74 11 No Yes
261 Bad 36 10 Yes Yes
262 Medium 54 15 Yes Yes
263 Medium 48 18 Yes Yes
264 Medium 25 17 Yes Yes
265 Good 31 15 Yes Yes
266 Bad 39 17 Yes Yes
267 Good 73 17 No Yes
268 Bad 51 12 No Yes
269 Medium 39 11 Yes No
270 Medium 46 17 Yes No
271 Good 26 10 Yes No
272 Medium 62 16 Yes No
273 Good 38 12 Yes No
274 Medium 58 12 Yes Yes
275 Medium 34 11 Yes Yes
276 Medium 53 11 Yes Yes
277 Medium 73 15 Yes Yes
278 Medium 36 16 Yes Yes
279 Good 40 15 No Yes
280 Medium 64 18 Yes Yes
281 Bad 51 10 Yes Yes
282 Good 45 16 No Yes
283 Good 61 11 Yes No
284 Medium 80 16 No No
285 Bad 79 17 No No
286 Medium 39 10 Yes Yes
287 Medium 67 18 No Yes
288 Bad 44 17 Yes Yes
289 Medium 76 15 No No
290 Medium 43 17 Yes Yes
291 Medium 41 11 No Yes
292 Bad 39 17 Yes No
293 Good 76 15 Yes Yes
294 Good 59 10 Yes No
295 Good 60 11 Yes Yes
296 Medium 79 10 No Yes
297 Good 63 18 Yes Yes
298 Bad 75 10 Yes Yes
299 Good 63 15 Yes No
300 Medium 54 17 No Yes
301 Medium 45 11 Yes Yes
302 Medium 57 16 Yes Yes
303 Bad 74 14 Yes Yes
304 Medium 43 11 Yes Yes
305 Good 29 10 Yes Yes
306 Medium 33 13 Yes Yes
307 Medium 48 12 Yes Yes
308 Bad 61 12 Yes No
309 Medium 52 10 Yes Yes
310 Bad 68 18 Yes Yes
311 Medium 53 12 Yes Yes
312 Bad 51 14 Yes Yes
313 Bad 38 10 Yes Yes
314 Medium 66 13 Yes No
315 Good 71 14 Yes Yes
316 Good 29 14 Yes Yes
317 Good 35 10 Yes Yes
318 Good 80 15 No No
319 Good 41 14 No Yes
320 Medium 57 11 No Yes
321 Medium 44 18 Yes Yes
322 Medium 34 15 Yes No
323 Good 60 15 Yes Yes
324 Medium 34 12 Yes Yes
325 Bad 53 13 Yes Yes
326 Medium 47 11 Yes Yes
327 Medium 53 17 Yes No
328 Medium 80 16 Yes Yes
329 Bad 55 11 Yes Yes
330 Good 45 12 Yes Yes
331 Bad 32 14 No No
332 Medium 32 10 Yes Yes
333 Medium 61 12 Yes Yes
334 Medium 41 10 Yes Yes
335 Bad 42 13 Yes Yes
336 Medium 72 15 Yes Yes
337 Bad 28 18 Yes No
338 Medium 80 15 Yes No
339 Medium 45 11 Yes No
340 Good 44 15 Yes Yes
341 Bad 43 16 Yes No
342 Medium 72 10 No No
343 Medium 71 10 No Yes
344 Bad 26 14 Yes Yes
345 Good 70 13 No Yes
346 Good 79 12 Yes No
347 Medium 33 13 No No
348 Good 27 14 No No
349 Good 49 11 Yes Yes
350 Medium 49 14 No Yes
351 Medium 63 17 No Yes
352 Medium 62 16 No Yes
353 Good 61 17 Yes Yes
354 Medium 35 12 No Yes
355 Medium 42 18 Yes Yes
356 Good 42 11 Yes No
357 Good 72 12 Yes No
358 Medium 34 15 Yes Yes
359 Bad 69 11 Yes Yes
360 Bad 66 14 Yes Yes
361 Good 52 15 No Yes
362 Medium 56 15 No Yes
363 Bad 79 12 Yes Yes
364 Good 25 12 Yes No
365 Good 30 14 Yes Yes
366 Medium 57 17 No No
367 Medium 53 12 No Yes
368 Good 52 17 Yes No
369 Good 74 14 No Yes
370 Medium 36 14 Yes Yes
371 Bad 42 12 Yes Yes
372 Medium 54 16 Yes No
373 Medium 65 11 No No
374 Medium 78 17 Yes No
375 Medium 47 12 Yes Yes
376 Medium 73 11 Yes No
377 Good 44 11 Yes Yes
378 Medium 41 12 No No
379 Medium 79 12 Yes Yes
380 Bad 54 15 Yes No
381 Medium 68 17 Yes Yes
382 Bad 77 13 Yes Yes
383 Medium 66 14 Yes Yes
384 Medium 63 10 Yes No
385 Good 28 12 Yes Yes
386 Medium 62 17 Yes Yes
387 Medium 39 16 Yes No
388 Medium 73 14 No Yes
389 Bad 79 16 Yes Yes
390 Medium 35 12 Yes Yes
391 Medium 67 12 Yes Yes
392 Bad 56 16 Yes No
393 Bad 34 13 Yes Yes
394 Medium 30 17 No Yes
395 Bad 33 16 Yes Yes
396 Good 33 14 Yes Yes
397 Medium 55 11 No Yes
398 Medium 40 18 Yes Yes
399 Bad 50 12 Yes Yes
400 Good 49 16 Yes YesArrange Your Variable
Task - You want to arrange some variables from Carseats dataset
Solution - arrange() function
- Suppose you want to arrange the
Pricevariable in ascending order
Sales CompPrice Income Advertising Population Price ShelveLoc Age Education
43 10.43 77 69 0 25 24 Medium 50 18
126 9.34 89 78 0 181 49 Medium 43 15
368 14.37 95 106 0 256 53 Good 52 17
314 9.33 103 81 3 491 54 Medium 66 13
172 12.49 93 106 12 416 55 Medium 75 15
273 12.98 113 33 0 14 63 Good 38 12
209 7.78 86 54 0 497 64 Bad 33 12
19 13.91 110 110 0 408 68 Good 46 17
384 9.35 98 117 0 76 68 Medium 63 10
156 7.71 98 72 0 59 69 Medium 65 16
47 12.44 127 90 14 16 70 Medium 48 15
77 10.64 102 87 10 346 70 Medium 64 15
160 9.32 119 60 0 372 70 Bad 30 18
6 10.81 124 113 13 501 72 Bad 78 16
230 11.19 98 104 0 404 72 Medium 27 18
288 6.88 95 44 4 208 72 Bad 44 17
317 15.63 122 36 5 369 72 Good 35 10
358 13.36 103 73 3 276 72 Medium 34 15
293 11.82 113 66 16 322 74 Good 76 15
131 8.41 94 84 13 497 77 Medium 51 12
170 11.48 104 41 15 492 77 Good 73 18
389 8.14 135 89 11 245 78 Bad 79 16
81 8.01 113 100 16 353 79 Bad 68 11
369 10.71 109 22 10 348 79 Good 74 14
3 10.06 113 35 10 269 80 Medium 59 12
310 11.18 131 111 13 33 80 Bad 68 18
179 10.66 104 71 14 89 81 Medium 25 14
256 7.71 123 81 8 198 81 Bad 80 15
259 3.47 108 38 0 251 81 Bad 72 14
26 14.90 139 32 0 176 82 Good 54 11
226 6.68 107 25 0 412 82 Bad 36 14
2 11.22 111 48 16 260 83 Good 65 10
335 7.63 93 117 9 489 83 Bad 42 13
57 11.91 133 82 0 54 84 Medium 50 17
95 8.39 115 97 5 134 84 Bad 55 11
14 10.96 115 28 11 29 86 Good 53 18
187 8.68 120 51 0 93 86 Medium 46 17
274 10.04 116 106 8 244 86 Medium 58 12
122 11.67 125 89 10 380 87 Bad 28 10
150 11.48 121 120 13 140 87 Medium 56 11
302 7.41 99 93 0 198 87 Medium 57 16
246 10.00 114 43 0 199 88 Good 57 10
31 13.55 125 94 0 447 89 Good 30 12
78 7.70 118 71 12 44 89 Medium 67 18
271 11.99 119 26 0 284 89 Good 26 10
292 6.64 118 70 0 106 89 Bad 39 17
294 11.28 123 84 0 74 89 Good 59 10
330 11.27 100 54 9 433 89 Good 45 12
381 9.64 106 64 10 17 89 Medium 68 17
80 9.14 134 67 0 286 90 Bad 41 13
110 8.98 115 65 0 217 90 Medium 60 17
158 10.21 121 58 8 249 90 Medium 48 13
189 8.07 116 37 0 426 90 Medium 76 15
210 3.02 98 21 11 326 90 Bad 76 11
247 6.90 120 56 20 266 90 Bad 78 18
67 8.85 127 92 0 508 91 Medium 56 18
182 7.43 121 83 0 79 91 Medium 68 11
341 7.50 140 29 0 105 91 Bad 43 16
351 8.64 111 101 17 266 91 Medium 63 17
76 8.55 88 111 23 480 92 Bad 36 16
354 9.45 107 67 12 430 92 Medium 35 12
377 16.27 141 60 19 319 92 Good 44 11
168 6.71 106 73 0 216 93 Medium 60 13
193 7.56 108 26 0 408 93 Medium 56 14
342 7.38 98 120 0 268 93 Medium 72 10
12 11.96 117 94 4 503 94 Good 50 13
84 4.42 109 36 7 468 94 Bad 56 11
132 6.50 108 69 3 208 94 Medium 77 16
140 12.30 146 62 10 310 94 Medium 30 13
178 10.48 138 72 0 148 94 Medium 27 17
242 12.01 136 63 0 160 94 Medium 38 12
45 4.16 85 79 6 325 95 Medium 69 13
399 5.94 100 79 7 284 95 Bad 50 12
36 11.07 131 84 11 29 96 Medium 44 17
104 5.07 123 91 0 334 96 Bad 78 17
188 6.03 117 32 0 142 96 Bad 62 17
194 13.28 139 70 7 71 96 Good 61 10
285 6.97 106 46 11 414 96 Bad 79 17
300 9.40 135 40 17 497 96 Medium 54 17
350 9.32 134 27 18 467 96 Medium 49 14
4 7.40 117 100 4 466 97 Medium 55 14
29 2.99 103 74 0 359 97 Bad 55 11
103 5.30 113 22 0 57 97 Medium 65 16
106 5.55 104 100 8 398 97 Medium 61 11
134 7.62 132 98 2 265 97 Bad 62 12
149 7.56 110 119 0 384 97 Medium 72 14
185 9.95 132 33 7 35 97 Medium 60 11
208 8.19 111 105 0 466 97 Bad 61 10
289 6.98 116 40 0 74 97 Medium 76 15
49 3.91 116 52 0 349 98 Bad 69 18
322 7.52 123 39 5 499 98 Medium 34 15
373 7.80 121 50 0 508 98 Medium 65 11
70 7.99 127 59 0 339 99 Medium 65 12
71 9.46 89 81 15 237 99 Good 74 12
119 7.57 112 88 2 243 99 Medium 62 11
295 12.66 148 76 3 126 99 Good 60 11
301 8.57 116 78 1 158 99 Medium 45 11
304 10.01 133 52 16 290 99 Medium 43 11
11 9.01 121 78 9 150 100 Bad 26 10
37 8.89 122 76 0 270 100 Good 60 18
245 8.78 130 30 0 391 100 Medium 26 18
260 5.12 123 36 10 467 100 Bad 74 11
64 8.47 119 88 10 170 101 Medium 61 13
191 8.79 130 37 13 297 101 Medium 37 13
228 8.69 113 64 10 68 101 Medium 57 16
249 5.36 111 52 0 12 101 Medium 61 11
261 7.67 129 117 8 400 101 Bad 36 10
339 5.97 112 24 0 164 101 Medium 45 11
30 7.81 104 99 15 226 102 Bad 58 17
39 6.59 109 73 0 454 102 Medium 65 15
184 5.32 118 74 6 426 102 Medium 80 18
338 8.61 130 38 0 283 102 Medium 80 15
59 5.42 103 93 15 188 103 Bad 74 16
91 5.33 115 22 0 491 103 Medium 64 11
109 3.47 107 79 2 488 103 Bad 65 16
152 10.77 111 58 17 407 103 Good 75 17
291 9.49 107 111 14 400 103 Medium 41 11
324 10.36 107 105 18 428 103 Medium 34 12
65 7.80 100 67 12 184 104 Medium 32 16
74 12.61 118 90 10 54 104 Good 31 11
94 8.86 145 30 0 67 104 Medium 55 17
143 7.44 124 84 0 300 104 Medium 77 15
190 12.11 118 117 18 509 104 Medium 26 15
298 3.07 118 83 13 276 104 Bad 75 10
326 11.70 144 69 11 131 104 Medium 47 11
328 6.23 112 38 17 316 104 Medium 80 16
333 5.74 106 33 20 354 104 Medium 61 12
362 8.68 131 25 10 183 104 Medium 56 15
213 12.04 145 69 19 501 105 Medium 45 11
233 13.14 137 80 10 24 105 Good 61 15
269 6.53 123 57 0 66 105 Medium 39 11
282 11.19 122 69 7 303 105 Good 45 16
352 10.44 124 115 16 458 105 Medium 62 16
101 4.11 113 69 11 94 106 Medium 76 12
115 9.31 122 87 9 17 106 Medium 65 13
164 5.68 130 64 0 40 106 Bad 39 17
28 5.27 98 118 0 19 107 Medium 64 17
62 7.32 105 32 0 358 107 Medium 26 13
92 4.81 97 46 11 267 107 Medium 80 15
100 4.88 121 47 3 220 107 Bad 56 16
186 10.07 130 100 11 449 107 Medium 64 10
215 4.83 115 115 3 48 107 Medium 73 18
222 6.43 124 44 0 125 107 Medium 80 11
349 12.57 132 102 20 459 107 Good 49 11
380 5.81 125 111 0 404 107 Bad 54 15
390 8.44 128 42 8 328 107 Medium 35 12
7 6.63 115 105 0 45 108 Medium 71 15
48 4.38 126 98 0 173 108 Bad 55 16
51 1.42 99 32 18 341 108 Bad 80 16
52 4.42 121 90 0 150 108 Bad 75 16
108 8.55 134 107 0 104 108 Medium 60 12
123 6.88 119 100 5 45 108 Medium 75 10
237 9.32 141 34 16 361 108 Medium 69 10
364 10.26 111 75 1 377 108 Good 25 12
22 12.13 134 29 12 239 109 Good 62 18
24 5.87 121 31 0 292 109 Medium 79 10
139 10.27 125 103 12 371 109 Medium 44 10
17 7.58 118 32 0 284 110 Good 63 13
38 4.95 121 41 5 412 110 Medium 54 10
155 6.89 129 69 10 289 110 Medium 50 16
173 9.03 104 102 13 123 110 Good 35 16
244 7.82 124 25 13 87 110 Medium 57 10
272 4.55 111 56 0 504 110 Medium 62 16
303 5.28 108 77 13 388 110 Bad 74 14
336 6.18 120 70 15 464 110 Medium 72 15
363 5.25 131 55 0 26 110 Bad 79 12
89 6.56 117 42 7 144 111 Medium 62 10
161 4.67 111 28 0 486 111 Medium 29 12
218 4.34 106 44 0 481 111 Medium 70 14
329 3.15 117 66 1 65 111 Bad 55 11
391 5.47 108 75 9 61 111 Medium 67 12
86 8.47 125 103 0 304 112 Medium 49 13
159 12.53 142 90 1 189 112 Good 39 10
196 4.19 117 93 4 420 112 Bad 66 11
258 8.67 125 62 14 477 112 Medium 80 13
267 9.10 128 93 12 343 112 Good 73 17
268 5.83 134 82 7 473 112 Bad 51 12
331 4.99 122 59 0 501 112 Bad 32 14
348 6.88 96 39 0 161 112 Good 27 14
385 12.85 123 37 15 348 112 Good 28 12
25 10.14 145 119 16 294 113 Bad 42 12
287 7.53 117 118 11 429 113 Medium 67 18
60 5.21 118 71 4 148 114 Medium 80 13
151 10.49 122 84 8 176 114 Good 57 10
231 5.16 115 60 0 119 114 Bad 38 14
361 8.77 118 86 7 265 114 Good 52 15
68 9.01 126 61 14 152 115 Medium 47 16
264 7.77 116 26 6 434 115 Medium 25 17
388 8.67 142 73 14 238 115 Medium 73 14
73 5.52 115 45 0 432 116 Medium 25 15
111 9.00 128 62 7 125 116 Medium 43 14
128 6.52 125 48 3 192 116 Medium 51 14
180 7.78 144 25 3 70 116 Medium 77 18
220 10.62 116 79 19 359 116 Good 58 17
374 5.58 137 71 0 402 116 Medium 78 17
58 0.91 93 91 0 22 117 Bad 75 11
146 8.77 144 63 11 27 117 Medium 47 17
169 7.30 129 89 0 425 117 Medium 45 10
250 5.05 125 67 0 86 117 Bad 65 11
253 8.31 133 97 0 70 117 Medium 32 16
284 5.36 135 110 0 112 117 Medium 80 16
15 11.17 107 117 11 148 118 Good 52 18
102 6.20 128 93 0 89 118 Medium 34 18
138 6.52 128 42 0 436 118 Medium 80 11
171 8.01 128 39 12 356 118 Medium 71 10
240 3.89 123 105 0 149 118 Bad 62 16
262 5.71 121 42 4 188 118 Medium 54 15
343 7.81 137 102 13 422 118 Medium 71 10
359 4.17 123 96 10 71 118 Bad 69 11
375 9.44 131 47 7 90 118 Medium 47 12
54 6.92 109 64 13 39 119 Medium 61 17
90 7.95 128 66 3 493 119 Medium 45 16
118 8.80 145 53 0 507 119 Medium 41 12
148 10.51 140 54 9 402 119 Good 41 16
275 7.22 135 93 2 67 119 Medium 34 11
371 7.68 126 41 22 403 119 Bad 42 12
379 6.11 133 88 3 105 119 Medium 79 12
1 9.50 138 73 11 276 120 Bad 42 17
8 11.85 136 81 15 425 120 Good 67 10
125 8.87 131 113 0 181 120 Good 63 14
136 6.44 96 94 14 384 120 Medium 36 18
137 5.17 131 75 0 10 120 Bad 31 18
212 9.39 117 118 14 445 120 Medium 32 15
219 9.70 138 61 12 156 120 Medium 25 14
234 8.65 123 76 18 218 120 Medium 29 14
308 5.90 138 92 0 13 120 Bad 61 12
394 5.57 109 51 10 26 120 Medium 30 17
397 6.14 139 23 3 37 120 Medium 55 11
400 9.71 134 37 0 27 120 Good 49 16
20 8.73 129 76 16 58 121 Medium 69 12
85 2.23 111 25 0 52 121 Bad 43 18
241 10.31 159 80 0 362 121 Medium 26 18
344 5.99 117 42 10 371 121 Bad 26 14
383 4.95 121 28 19 315 121 Medium 66 14
176 7.54 115 89 0 38 122 Medium 25 12
227 7.80 119 33 0 245 122 Good 56 14
232 8.09 132 69 0 123 122 Medium 27 11
254 5.64 124 24 5 288 122 Medium 57 12
327 4.69 133 30 0 152 122 Medium 53 17
353 13.44 133 103 14 288 122 Good 61 17
370 10.26 135 100 22 463 122 Medium 36 14
61 8.32 122 102 19 469 123 Bad 29 13
145 9.09 132 68 0 264 123 Good 34 11
211 4.36 125 41 2 357 123 Bad 47 14
297 8.21 127 44 13 160 123 Good 63 18
9 6.54 132 110 0 108 124 Medium 76 10
10 4.69 132 113 0 131 124 Medium 76 17
42 7.96 157 53 0 403 124 Bad 58 16
205 8.74 155 80 0 237 124 Medium 37 14
221 10.59 131 120 15 262 124 Medium 30 10
376 7.90 132 46 4 206 124 Medium 73 11
392 6.10 153 63 0 49 124 Bad 56 16
93 4.53 114 113 0 97 125 Medium 29 12
113 6.67 116 99 5 298 125 Good 62 12
224 3.45 110 45 9 276 125 Medium 62 14
278 7.80 136 48 12 326 125 Medium 36 16
347 8.97 132 107 0 144 125 Medium 33 13
378 6.81 132 61 0 263 125 Medium 41 12
41 2.07 119 98 0 18 126 Bad 73 17
88 11.70 131 67 7 272 126 Good 54 16
129 4.96 133 100 3 350 126 Bad 55 13
200 6.42 122 88 5 335 126 Medium 64 14
309 9.24 126 80 19 436 126 Medium 52 10
340 11.54 134 44 4 219 126 Good 44 15
345 8.43 138 80 0 108 126 Good 70 13
372 9.08 152 81 0 191 126 Medium 54 16
99 12.49 122 77 24 382 127 Good 36 16
114 6.01 131 29 11 335 127 Bad 33 12
5 4.15 141 64 3 340 128 Bad 38 13
34 8.77 114 38 13 317 128 Good 50 16
35 2.67 115 54 0 406 128 Medium 42 17
66 4.90 122 26 0 197 128 Medium 55 13
82 7.52 116 72 0 237 128 Good 70 13
117 5.08 135 75 0 202 128 Medium 80 10
120 7.37 130 94 8 137 128 Medium 64 12
153 7.64 128 78 0 341 128 Good 45 13
174 6.38 135 91 5 207 128 Medium 66 18
195 7.23 112 98 18 481 128 Medium 45 11
199 3.62 112 80 5 500 128 Medium 69 10
396 12.57 138 108 17 203 128 Good 33 14
53 7.91 153 40 3 112 129 Bad 39 18
98 7.45 161 82 5 287 129 Bad 33 16
116 8.54 139 35 0 95 129 Medium 42 13
141 6.03 133 60 10 277 129 Medium 45 18
235 9.43 115 62 11 289 129 Good 56 16
255 9.58 108 104 23 353 129 Good 37 17
266 5.31 130 35 10 402 129 Bad 39 17
315 7.72 133 33 10 333 129 Good 71 14
320 6.97 127 45 19 459 129 Medium 57 11
203 4.10 121 78 4 413 130 Bad 46 10
277 6.93 135 69 14 296 130 Medium 73 15
299 10.98 148 63 0 312 130 Good 63 15
319 10.08 116 72 10 456 130 Good 41 14
360 3.13 130 62 11 396 130 Bad 66 14
393 4.53 129 42 13 315 130 Bad 34 13
18 12.29 147 74 13 251 131 Good 52 10
21 6.41 125 90 2 367 131 Medium 35 18
27 8.33 107 115 11 496 131 Good 50 11
32 8.25 136 58 16 241 131 Medium 44 18
121 6.87 128 105 11 249 131 Medium 63 13
135 3.67 132 31 0 327 131 Medium 76 16
142 6.53 140 42 0 331 131 Bad 28 15
147 3.90 114 83 0 412 131 Bad 39 14
286 7.60 146 26 11 261 131 Medium 39 10
365 10.50 122 21 16 488 131 Good 30 14
97 9.48 147 42 10 407 132 Good 73 16
206 5.68 113 22 1 317 132 Medium 28 12
236 5.53 126 32 8 95 132 Medium 50 17
252 3.72 139 111 5 310 132 Bad 62 13
263 6.37 120 77 15 86 132 Medium 48 18
276 6.67 107 119 11 210 132 Medium 53 11
306 8.03 115 29 26 394 132 Medium 33 13
312 6.15 146 68 12 328 132 Bad 51 14
386 5.87 131 73 13 455 132 Medium 62 17
63 1.82 139 45 0 146 133 Bad 77 17
127 11.27 153 68 2 60 133 Good 59 16
197 4.10 130 28 6 410 133 Bad 72 16
239 7.36 121 24 0 200 133 Good 73 13
307 4.78 131 32 1 85 133 Medium 48 12
44 4.12 123 42 11 16 134 Medium 59 13
69 13.39 149 69 20 366 134 Good 60 13
87 8.70 150 84 9 432 134 Medium 64 15
202 5.94 138 83 0 139 134 Medium 54 18
305 11.93 123 98 12 408 134 Good 29 10
332 10.10 135 63 15 213 134 Medium 32 10
367 5.98 124 56 11 447 134 Medium 53 12
46 4.56 141 63 0 168 135 Bad 44 12
238 9.62 151 28 8 499 135 Medium 48 10
243 4.68 124 46 0 199 135 Medium 52 14
313 6.80 137 117 5 337 135 Bad 38 10
13 3.98 122 35 2 393 136 Medium 62 18
75 6.20 150 68 5 125 136 Medium 64 13
133 9.54 125 87 9 232 136 Good 72 10
318 6.41 142 30 0 472 136 Good 80 15
33 6.20 107 32 12 236 137 Good 64 10
167 6.71 119 67 17 151 137 Medium 55 11
296 4.21 118 35 14 502 137 Medium 79 10
23 5.08 128 46 6 497 138 Medium 42 13
40 3.24 130 60 0 144 138 Bad 38 10
105 4.62 121 96 0 472 138 Medium 51 12
198 2.52 124 61 0 333 138 Medium 76 16
83 11.62 151 83 4 325 139 Good 28 17
107 0.16 102 33 0 217 139 Medium 70 18
214 8.23 149 84 5 220 139 Medium 33 10
323 9.16 140 50 10 300 139 Good 60 15
395 5.35 130 58 19 366 139 Bad 33 16
183 4.74 137 60 4 230 140 Bad 25 13
165 8.22 148 64 0 58 141 Medium 27 13
225 4.10 134 82 0 464 141 Medium 48 13
337 5.17 138 35 6 60 143 Bad 28 18
16 8.71 149 95 5 400 144 Medium 76 18
55 4.90 134 103 13 25 144 Medium 76 17
216 2.34 116 83 15 170 144 Bad 71 11
217 5.73 141 33 0 243 144 Medium 34 17
257 4.20 147 40 0 277 144 Medium 73 10
79 4.43 134 48 1 139 145 Medium 65 12
223 7.49 136 119 6 178 145 Medium 35 13
281 2.86 121 86 10 496 145 Bad 51 10
355 5.30 133 31 1 80 145 Medium 42 18
201 5.56 144 92 0 349 146 Medium 62 12
356 7.02 130 100 0 306 146 Good 42 11
130 4.47 143 120 7 279 147 Bad 40 10
334 5.87 136 60 7 303 147 Medium 41 10
96 5.58 134 25 10 237 148 Medium 59 13
50 10.61 157 93 0 51 149 Good 32 17
163 3.63 122 74 0 424 149 Medium 51 13
181 4.94 137 112 15 434 149 Bad 66 13
346 4.81 121 68 0 279 149 Good 79 12
72 6.50 148 51 16 148 150 Medium 58 17
154 5.93 150 36 7 488 150 Medium 25 17
325 2.66 136 65 4 133 150 Bad 53 13
112 6.62 132 118 12 272 151 Medium 43 14
248 5.04 123 114 0 298 151 Bad 34 16
279 7.22 114 113 2 129 151 Good 40 15
382 3.90 124 65 21 496 151 Bad 77 13
321 5.86 136 70 12 171 152 Medium 44 18
56 6.85 143 81 5 60 154 Medium 61 18
177 5.61 138 107 9 480 154 Medium 47 11
283 7.74 150 96 0 80 154 Good 61 11
124 8.19 127 103 0 125 155 Good 29 15
251 9.16 137 105 10 435 156 Good 72 14
290 8.75 143 77 25 448 156 Medium 43 17
157 7.49 146 34 0 220 157 Good 51 16
204 2.05 131 82 0 132 157 Bad 25 14
280 3.42 141 57 13 376 158 Medium 64 18
144 0.53 122 88 7 36 159 Bad 28 17
265 6.95 128 29 5 324 159 Good 31 15
398 7.41 162 26 12 368 159 Medium 40 18
162 2.93 143 21 5 81 160 Medium 67 12
207 4.97 162 67 0 27 160 Medium 77 17
387 5.32 152 116 0 170 160 Medium 39 16
366 6.53 154 30 0 122 162 Medium 57 17
229 5.40 149 73 13 381 163 Bad 26 11
357 3.58 142 109 0 111 164 Good 72 12
270 5.01 159 69 0 438 166 Medium 46 17
311 9.53 175 65 29 419 166 Medium 53 12
316 6.39 131 21 8 220 171 Good 29 14
192 6.67 156 42 13 170 173 Good 74 14
175 0.00 139 24 0 358 185 Medium 79 15
166 0.37 147 58 7 100 191 Bad 27 15
Urban US
43 Yes No
126 No No
368 Yes No
314 Yes No
172 Yes Yes
273 Yes No
209 Yes No
19 No Yes
384 Yes No
156 Yes No
47 No Yes
77 Yes Yes
160 No No
6 No Yes
230 No No
288 Yes Yes
317 Yes Yes
358 Yes Yes
293 Yes Yes
131 Yes Yes
170 Yes Yes
389 Yes Yes
81 Yes Yes
369 No Yes
3 Yes Yes
310 Yes Yes
179 No Yes
256 Yes Yes
259 No No
26 No No
226 Yes No
2 Yes Yes
335 Yes Yes
57 Yes No
95 Yes Yes
14 Yes Yes
187 No No
274 Yes Yes
122 Yes Yes
150 Yes Yes
302 Yes Yes
246 No Yes
31 Yes No
78 No Yes
271 Yes No
292 Yes No
294 Yes No
330 Yes Yes
381 Yes Yes
80 Yes No
110 No No
158 No Yes
189 Yes No
210 No Yes
247 Yes Yes
67 Yes No
182 Yes No
341 Yes No
351 No Yes
76 No Yes
354 No Yes
377 Yes Yes
168 Yes No
193 No No
342 No No
12 Yes Yes
84 Yes Yes
132 Yes No
140 No Yes
178 Yes Yes
242 Yes No
45 Yes Yes
399 Yes Yes
36 No Yes
104 Yes Yes
188 Yes No
194 Yes Yes
285 No No
300 No Yes
350 No Yes
4 Yes Yes
29 Yes Yes
103 No No
106 Yes Yes
134 Yes Yes
149 No Yes
185 No Yes
208 No No
289 No No
49 Yes No
322 Yes No
373 No No
70 Yes No
71 Yes Yes
119 Yes Yes
295 Yes Yes
301 Yes Yes
304 Yes Yes
11 No Yes
37 No No
245 Yes No
260 No Yes
64 Yes Yes
191 No Yes
228 Yes Yes
249 Yes Yes
261 Yes Yes
339 Yes No
30 Yes Yes
39 Yes No
184 Yes Yes
338 Yes No
59 Yes Yes
91 No No
109 Yes No
152 No Yes
291 No Yes
324 Yes Yes
65 No Yes
74 No Yes
94 Yes No
143 Yes No
190 No Yes
298 Yes Yes
326 Yes Yes
328 Yes Yes
333 Yes Yes
362 No Yes
213 Yes Yes
233 Yes Yes
269 Yes No
282 No Yes
352 No Yes
101 No Yes
115 Yes Yes
164 No No
28 Yes No
62 No No
92 Yes Yes
100 No Yes
186 Yes Yes
215 Yes Yes
222 Yes No
349 Yes Yes
380 Yes No
390 Yes Yes
7 Yes No
48 Yes No
51 Yes Yes
52 Yes No
108 Yes No
123 Yes Yes
237 Yes Yes
364 Yes No
22 No Yes
24 Yes No
139 Yes Yes
17 Yes No
38 Yes Yes
155 No Yes
173 Yes Yes
244 Yes Yes
272 Yes No
303 Yes Yes
336 Yes Yes
363 Yes Yes
89 Yes Yes
161 No No
218 No No
329 Yes Yes
391 Yes Yes
86 No No
159 No Yes
196 Yes Yes
258 Yes Yes
267 No Yes
268 No Yes
331 No No
348 No No
385 Yes Yes
25 Yes Yes
287 No Yes
60 Yes No
151 No Yes
231 No No
361 No Yes
68 Yes Yes
264 Yes Yes
388 No Yes
73 Yes No
111 Yes Yes
128 Yes Yes
180 Yes Yes
220 Yes Yes
374 Yes No
58 Yes No
146 Yes Yes
169 Yes No
250 Yes No
253 Yes No
284 No No
15 Yes Yes
102 Yes No
138 Yes No
171 Yes Yes
240 Yes Yes
262 Yes Yes
343 No Yes
359 Yes Yes
375 Yes Yes
54 Yes Yes
90 No No
118 Yes No
148 No Yes
275 Yes Yes
371 Yes Yes
379 Yes Yes
1 Yes Yes
8 Yes Yes
125 Yes No
136 No Yes
137 No No
212 Yes Yes
219 Yes Yes
234 No Yes
308 Yes No
394 No Yes
397 No Yes
400 Yes Yes
20 Yes Yes
85 No No
241 Yes No
344 Yes Yes
383 Yes Yes
176 Yes No
227 Yes No
232 No No
254 No Yes
327 Yes No
353 Yes Yes
370 Yes Yes
61 Yes Yes
145 No No
211 No Yes
297 Yes Yes
9 No No
10 No Yes
42 Yes No
205 Yes No
221 Yes Yes
376 Yes No
392 Yes No
93 Yes No
113 Yes Yes
224 Yes Yes
278 Yes Yes
347 No No
378 No No
41 No No
88 No Yes
129 Yes Yes
200 Yes Yes
309 Yes Yes
340 Yes Yes
345 No Yes
372 Yes No
99 No Yes
114 Yes Yes
5 Yes No
34 Yes Yes
35 Yes Yes
66 No No
82 Yes No
117 No No
120 Yes Yes
153 No No
174 Yes Yes
195 Yes Yes
199 Yes Yes
396 Yes Yes
53 Yes Yes
98 Yes Yes
116 Yes No
141 Yes Yes
235 No Yes
255 Yes Yes
266 Yes Yes
315 Yes Yes
320 No Yes
203 No Yes
277 Yes Yes
299 Yes No
319 No Yes
360 Yes Yes
393 Yes Yes
18 Yes Yes
21 Yes Yes
27 No Yes
32 Yes Yes
121 Yes Yes
135 Yes No
142 Yes No
147 Yes No
286 Yes Yes
365 Yes Yes
97 No Yes
206 Yes No
236 Yes Yes
252 Yes Yes
263 Yes Yes
276 Yes Yes
306 Yes Yes
312 Yes Yes
386 Yes Yes
63 Yes Yes
127 Yes Yes
197 Yes Yes
239 Yes No
307 Yes Yes
44 Yes Yes
69 Yes Yes
87 Yes No
202 Yes No
305 Yes Yes
332 Yes Yes
367 No Yes
46 Yes Yes
238 Yes Yes
243 No No
313 Yes Yes
13 Yes No
75 No Yes
133 Yes Yes
318 No No
33 No Yes
167 Yes Yes
296 No Yes
23 Yes No
40 No No
105 Yes No
198 Yes No
83 Yes Yes
107 No No
214 Yes Yes
323 Yes Yes
395 Yes Yes
183 Yes No
165 No Yes
225 No No
337 Yes No
16 No No
55 No Yes
216 Yes Yes
217 Yes No
257 Yes No
79 Yes Yes
223 Yes Yes
281 Yes Yes
355 Yes Yes
201 No No
356 Yes No
130 No Yes
334 Yes Yes
96 Yes Yes
50 Yes No
163 Yes No
181 Yes Yes
346 Yes No
72 No Yes
154 No Yes
325 Yes Yes
112 Yes Yes
248 Yes No
279 No Yes
382 Yes Yes
321 Yes Yes
56 Yes Yes
177 No Yes
283 Yes No
124 No Yes
251 Yes Yes
290 Yes Yes
157 Yes No
204 Yes No
280 Yes Yes
144 Yes Yes
265 Yes Yes
398 Yes Yes
162 No Yes
207 Yes Yes
387 Yes No
366 No No
229 No Yes
357 Yes No
270 Yes No
311 Yes Yes
316 Yes Yes
192 Yes Yes
175 No No
166 Yes Yes- But what if you wanted to arrange it in descending order?
Sales CompPrice Income Advertising Population Price ShelveLoc Age Education
166 0.37 147 58 7 100 191 Bad 27 15
175 0.00 139 24 0 358 185 Medium 79 15
192 6.67 156 42 13 170 173 Good 74 14
316 6.39 131 21 8 220 171 Good 29 14
270 5.01 159 69 0 438 166 Medium 46 17
311 9.53 175 65 29 419 166 Medium 53 12
357 3.58 142 109 0 111 164 Good 72 12
229 5.40 149 73 13 381 163 Bad 26 11
366 6.53 154 30 0 122 162 Medium 57 17
162 2.93 143 21 5 81 160 Medium 67 12
207 4.97 162 67 0 27 160 Medium 77 17
387 5.32 152 116 0 170 160 Medium 39 16
144 0.53 122 88 7 36 159 Bad 28 17
265 6.95 128 29 5 324 159 Good 31 15
398 7.41 162 26 12 368 159 Medium 40 18
280 3.42 141 57 13 376 158 Medium 64 18
157 7.49 146 34 0 220 157 Good 51 16
204 2.05 131 82 0 132 157 Bad 25 14
251 9.16 137 105 10 435 156 Good 72 14
290 8.75 143 77 25 448 156 Medium 43 17
124 8.19 127 103 0 125 155 Good 29 15
56 6.85 143 81 5 60 154 Medium 61 18
177 5.61 138 107 9 480 154 Medium 47 11
283 7.74 150 96 0 80 154 Good 61 11
321 5.86 136 70 12 171 152 Medium 44 18
112 6.62 132 118 12 272 151 Medium 43 14
248 5.04 123 114 0 298 151 Bad 34 16
279 7.22 114 113 2 129 151 Good 40 15
382 3.90 124 65 21 496 151 Bad 77 13
72 6.50 148 51 16 148 150 Medium 58 17
154 5.93 150 36 7 488 150 Medium 25 17
325 2.66 136 65 4 133 150 Bad 53 13
50 10.61 157 93 0 51 149 Good 32 17
163 3.63 122 74 0 424 149 Medium 51 13
181 4.94 137 112 15 434 149 Bad 66 13
346 4.81 121 68 0 279 149 Good 79 12
96 5.58 134 25 10 237 148 Medium 59 13
130 4.47 143 120 7 279 147 Bad 40 10
334 5.87 136 60 7 303 147 Medium 41 10
201 5.56 144 92 0 349 146 Medium 62 12
356 7.02 130 100 0 306 146 Good 42 11
79 4.43 134 48 1 139 145 Medium 65 12
223 7.49 136 119 6 178 145 Medium 35 13
281 2.86 121 86 10 496 145 Bad 51 10
355 5.30 133 31 1 80 145 Medium 42 18
16 8.71 149 95 5 400 144 Medium 76 18
55 4.90 134 103 13 25 144 Medium 76 17
216 2.34 116 83 15 170 144 Bad 71 11
217 5.73 141 33 0 243 144 Medium 34 17
257 4.20 147 40 0 277 144 Medium 73 10
337 5.17 138 35 6 60 143 Bad 28 18
165 8.22 148 64 0 58 141 Medium 27 13
225 4.10 134 82 0 464 141 Medium 48 13
183 4.74 137 60 4 230 140 Bad 25 13
83 11.62 151 83 4 325 139 Good 28 17
107 0.16 102 33 0 217 139 Medium 70 18
214 8.23 149 84 5 220 139 Medium 33 10
323 9.16 140 50 10 300 139 Good 60 15
395 5.35 130 58 19 366 139 Bad 33 16
23 5.08 128 46 6 497 138 Medium 42 13
40 3.24 130 60 0 144 138 Bad 38 10
105 4.62 121 96 0 472 138 Medium 51 12
198 2.52 124 61 0 333 138 Medium 76 16
33 6.20 107 32 12 236 137 Good 64 10
167 6.71 119 67 17 151 137 Medium 55 11
296 4.21 118 35 14 502 137 Medium 79 10
13 3.98 122 35 2 393 136 Medium 62 18
75 6.20 150 68 5 125 136 Medium 64 13
133 9.54 125 87 9 232 136 Good 72 10
318 6.41 142 30 0 472 136 Good 80 15
46 4.56 141 63 0 168 135 Bad 44 12
238 9.62 151 28 8 499 135 Medium 48 10
243 4.68 124 46 0 199 135 Medium 52 14
313 6.80 137 117 5 337 135 Bad 38 10
44 4.12 123 42 11 16 134 Medium 59 13
69 13.39 149 69 20 366 134 Good 60 13
87 8.70 150 84 9 432 134 Medium 64 15
202 5.94 138 83 0 139 134 Medium 54 18
305 11.93 123 98 12 408 134 Good 29 10
332 10.10 135 63 15 213 134 Medium 32 10
367 5.98 124 56 11 447 134 Medium 53 12
63 1.82 139 45 0 146 133 Bad 77 17
127 11.27 153 68 2 60 133 Good 59 16
197 4.10 130 28 6 410 133 Bad 72 16
239 7.36 121 24 0 200 133 Good 73 13
307 4.78 131 32 1 85 133 Medium 48 12
97 9.48 147 42 10 407 132 Good 73 16
206 5.68 113 22 1 317 132 Medium 28 12
236 5.53 126 32 8 95 132 Medium 50 17
252 3.72 139 111 5 310 132 Bad 62 13
263 6.37 120 77 15 86 132 Medium 48 18
276 6.67 107 119 11 210 132 Medium 53 11
306 8.03 115 29 26 394 132 Medium 33 13
312 6.15 146 68 12 328 132 Bad 51 14
386 5.87 131 73 13 455 132 Medium 62 17
18 12.29 147 74 13 251 131 Good 52 10
21 6.41 125 90 2 367 131 Medium 35 18
27 8.33 107 115 11 496 131 Good 50 11
32 8.25 136 58 16 241 131 Medium 44 18
121 6.87 128 105 11 249 131 Medium 63 13
135 3.67 132 31 0 327 131 Medium 76 16
142 6.53 140 42 0 331 131 Bad 28 15
147 3.90 114 83 0 412 131 Bad 39 14
286 7.60 146 26 11 261 131 Medium 39 10
365 10.50 122 21 16 488 131 Good 30 14
203 4.10 121 78 4 413 130 Bad 46 10
277 6.93 135 69 14 296 130 Medium 73 15
299 10.98 148 63 0 312 130 Good 63 15
319 10.08 116 72 10 456 130 Good 41 14
360 3.13 130 62 11 396 130 Bad 66 14
393 4.53 129 42 13 315 130 Bad 34 13
53 7.91 153 40 3 112 129 Bad 39 18
98 7.45 161 82 5 287 129 Bad 33 16
116 8.54 139 35 0 95 129 Medium 42 13
141 6.03 133 60 10 277 129 Medium 45 18
235 9.43 115 62 11 289 129 Good 56 16
255 9.58 108 104 23 353 129 Good 37 17
266 5.31 130 35 10 402 129 Bad 39 17
315 7.72 133 33 10 333 129 Good 71 14
320 6.97 127 45 19 459 129 Medium 57 11
5 4.15 141 64 3 340 128 Bad 38 13
34 8.77 114 38 13 317 128 Good 50 16
35 2.67 115 54 0 406 128 Medium 42 17
66 4.90 122 26 0 197 128 Medium 55 13
82 7.52 116 72 0 237 128 Good 70 13
117 5.08 135 75 0 202 128 Medium 80 10
120 7.37 130 94 8 137 128 Medium 64 12
153 7.64 128 78 0 341 128 Good 45 13
174 6.38 135 91 5 207 128 Medium 66 18
195 7.23 112 98 18 481 128 Medium 45 11
199 3.62 112 80 5 500 128 Medium 69 10
396 12.57 138 108 17 203 128 Good 33 14
99 12.49 122 77 24 382 127 Good 36 16
114 6.01 131 29 11 335 127 Bad 33 12
41 2.07 119 98 0 18 126 Bad 73 17
88 11.70 131 67 7 272 126 Good 54 16
129 4.96 133 100 3 350 126 Bad 55 13
200 6.42 122 88 5 335 126 Medium 64 14
309 9.24 126 80 19 436 126 Medium 52 10
340 11.54 134 44 4 219 126 Good 44 15
345 8.43 138 80 0 108 126 Good 70 13
372 9.08 152 81 0 191 126 Medium 54 16
93 4.53 114 113 0 97 125 Medium 29 12
113 6.67 116 99 5 298 125 Good 62 12
224 3.45 110 45 9 276 125 Medium 62 14
278 7.80 136 48 12 326 125 Medium 36 16
347 8.97 132 107 0 144 125 Medium 33 13
378 6.81 132 61 0 263 125 Medium 41 12
9 6.54 132 110 0 108 124 Medium 76 10
10 4.69 132 113 0 131 124 Medium 76 17
42 7.96 157 53 0 403 124 Bad 58 16
205 8.74 155 80 0 237 124 Medium 37 14
221 10.59 131 120 15 262 124 Medium 30 10
376 7.90 132 46 4 206 124 Medium 73 11
392 6.10 153 63 0 49 124 Bad 56 16
61 8.32 122 102 19 469 123 Bad 29 13
145 9.09 132 68 0 264 123 Good 34 11
211 4.36 125 41 2 357 123 Bad 47 14
297 8.21 127 44 13 160 123 Good 63 18
176 7.54 115 89 0 38 122 Medium 25 12
227 7.80 119 33 0 245 122 Good 56 14
232 8.09 132 69 0 123 122 Medium 27 11
254 5.64 124 24 5 288 122 Medium 57 12
327 4.69 133 30 0 152 122 Medium 53 17
353 13.44 133 103 14 288 122 Good 61 17
370 10.26 135 100 22 463 122 Medium 36 14
20 8.73 129 76 16 58 121 Medium 69 12
85 2.23 111 25 0 52 121 Bad 43 18
241 10.31 159 80 0 362 121 Medium 26 18
344 5.99 117 42 10 371 121 Bad 26 14
383 4.95 121 28 19 315 121 Medium 66 14
1 9.50 138 73 11 276 120 Bad 42 17
8 11.85 136 81 15 425 120 Good 67 10
125 8.87 131 113 0 181 120 Good 63 14
136 6.44 96 94 14 384 120 Medium 36 18
137 5.17 131 75 0 10 120 Bad 31 18
212 9.39 117 118 14 445 120 Medium 32 15
219 9.70 138 61 12 156 120 Medium 25 14
234 8.65 123 76 18 218 120 Medium 29 14
308 5.90 138 92 0 13 120 Bad 61 12
394 5.57 109 51 10 26 120 Medium 30 17
397 6.14 139 23 3 37 120 Medium 55 11
400 9.71 134 37 0 27 120 Good 49 16
54 6.92 109 64 13 39 119 Medium 61 17
90 7.95 128 66 3 493 119 Medium 45 16
118 8.80 145 53 0 507 119 Medium 41 12
148 10.51 140 54 9 402 119 Good 41 16
275 7.22 135 93 2 67 119 Medium 34 11
371 7.68 126 41 22 403 119 Bad 42 12
379 6.11 133 88 3 105 119 Medium 79 12
15 11.17 107 117 11 148 118 Good 52 18
102 6.20 128 93 0 89 118 Medium 34 18
138 6.52 128 42 0 436 118 Medium 80 11
171 8.01 128 39 12 356 118 Medium 71 10
240 3.89 123 105 0 149 118 Bad 62 16
262 5.71 121 42 4 188 118 Medium 54 15
343 7.81 137 102 13 422 118 Medium 71 10
359 4.17 123 96 10 71 118 Bad 69 11
375 9.44 131 47 7 90 118 Medium 47 12
58 0.91 93 91 0 22 117 Bad 75 11
146 8.77 144 63 11 27 117 Medium 47 17
169 7.30 129 89 0 425 117 Medium 45 10
250 5.05 125 67 0 86 117 Bad 65 11
253 8.31 133 97 0 70 117 Medium 32 16
284 5.36 135 110 0 112 117 Medium 80 16
73 5.52 115 45 0 432 116 Medium 25 15
111 9.00 128 62 7 125 116 Medium 43 14
128 6.52 125 48 3 192 116 Medium 51 14
180 7.78 144 25 3 70 116 Medium 77 18
220 10.62 116 79 19 359 116 Good 58 17
374 5.58 137 71 0 402 116 Medium 78 17
68 9.01 126 61 14 152 115 Medium 47 16
264 7.77 116 26 6 434 115 Medium 25 17
388 8.67 142 73 14 238 115 Medium 73 14
60 5.21 118 71 4 148 114 Medium 80 13
151 10.49 122 84 8 176 114 Good 57 10
231 5.16 115 60 0 119 114 Bad 38 14
361 8.77 118 86 7 265 114 Good 52 15
25 10.14 145 119 16 294 113 Bad 42 12
287 7.53 117 118 11 429 113 Medium 67 18
86 8.47 125 103 0 304 112 Medium 49 13
159 12.53 142 90 1 189 112 Good 39 10
196 4.19 117 93 4 420 112 Bad 66 11
258 8.67 125 62 14 477 112 Medium 80 13
267 9.10 128 93 12 343 112 Good 73 17
268 5.83 134 82 7 473 112 Bad 51 12
331 4.99 122 59 0 501 112 Bad 32 14
348 6.88 96 39 0 161 112 Good 27 14
385 12.85 123 37 15 348 112 Good 28 12
89 6.56 117 42 7 144 111 Medium 62 10
161 4.67 111 28 0 486 111 Medium 29 12
218 4.34 106 44 0 481 111 Medium 70 14
329 3.15 117 66 1 65 111 Bad 55 11
391 5.47 108 75 9 61 111 Medium 67 12
17 7.58 118 32 0 284 110 Good 63 13
38 4.95 121 41 5 412 110 Medium 54 10
155 6.89 129 69 10 289 110 Medium 50 16
173 9.03 104 102 13 123 110 Good 35 16
244 7.82 124 25 13 87 110 Medium 57 10
272 4.55 111 56 0 504 110 Medium 62 16
303 5.28 108 77 13 388 110 Bad 74 14
336 6.18 120 70 15 464 110 Medium 72 15
363 5.25 131 55 0 26 110 Bad 79 12
22 12.13 134 29 12 239 109 Good 62 18
24 5.87 121 31 0 292 109 Medium 79 10
139 10.27 125 103 12 371 109 Medium 44 10
7 6.63 115 105 0 45 108 Medium 71 15
48 4.38 126 98 0 173 108 Bad 55 16
51 1.42 99 32 18 341 108 Bad 80 16
52 4.42 121 90 0 150 108 Bad 75 16
108 8.55 134 107 0 104 108 Medium 60 12
123 6.88 119 100 5 45 108 Medium 75 10
237 9.32 141 34 16 361 108 Medium 69 10
364 10.26 111 75 1 377 108 Good 25 12
28 5.27 98 118 0 19 107 Medium 64 17
62 7.32 105 32 0 358 107 Medium 26 13
92 4.81 97 46 11 267 107 Medium 80 15
100 4.88 121 47 3 220 107 Bad 56 16
186 10.07 130 100 11 449 107 Medium 64 10
215 4.83 115 115 3 48 107 Medium 73 18
222 6.43 124 44 0 125 107 Medium 80 11
349 12.57 132 102 20 459 107 Good 49 11
380 5.81 125 111 0 404 107 Bad 54 15
390 8.44 128 42 8 328 107 Medium 35 12
101 4.11 113 69 11 94 106 Medium 76 12
115 9.31 122 87 9 17 106 Medium 65 13
164 5.68 130 64 0 40 106 Bad 39 17
213 12.04 145 69 19 501 105 Medium 45 11
233 13.14 137 80 10 24 105 Good 61 15
269 6.53 123 57 0 66 105 Medium 39 11
282 11.19 122 69 7 303 105 Good 45 16
352 10.44 124 115 16 458 105 Medium 62 16
65 7.80 100 67 12 184 104 Medium 32 16
74 12.61 118 90 10 54 104 Good 31 11
94 8.86 145 30 0 67 104 Medium 55 17
143 7.44 124 84 0 300 104 Medium 77 15
190 12.11 118 117 18 509 104 Medium 26 15
298 3.07 118 83 13 276 104 Bad 75 10
326 11.70 144 69 11 131 104 Medium 47 11
328 6.23 112 38 17 316 104 Medium 80 16
333 5.74 106 33 20 354 104 Medium 61 12
362 8.68 131 25 10 183 104 Medium 56 15
59 5.42 103 93 15 188 103 Bad 74 16
91 5.33 115 22 0 491 103 Medium 64 11
109 3.47 107 79 2 488 103 Bad 65 16
152 10.77 111 58 17 407 103 Good 75 17
291 9.49 107 111 14 400 103 Medium 41 11
324 10.36 107 105 18 428 103 Medium 34 12
30 7.81 104 99 15 226 102 Bad 58 17
39 6.59 109 73 0 454 102 Medium 65 15
184 5.32 118 74 6 426 102 Medium 80 18
338 8.61 130 38 0 283 102 Medium 80 15
64 8.47 119 88 10 170 101 Medium 61 13
191 8.79 130 37 13 297 101 Medium 37 13
228 8.69 113 64 10 68 101 Medium 57 16
249 5.36 111 52 0 12 101 Medium 61 11
261 7.67 129 117 8 400 101 Bad 36 10
339 5.97 112 24 0 164 101 Medium 45 11
11 9.01 121 78 9 150 100 Bad 26 10
37 8.89 122 76 0 270 100 Good 60 18
245 8.78 130 30 0 391 100 Medium 26 18
260 5.12 123 36 10 467 100 Bad 74 11
70 7.99 127 59 0 339 99 Medium 65 12
71 9.46 89 81 15 237 99 Good 74 12
119 7.57 112 88 2 243 99 Medium 62 11
295 12.66 148 76 3 126 99 Good 60 11
301 8.57 116 78 1 158 99 Medium 45 11
304 10.01 133 52 16 290 99 Medium 43 11
49 3.91 116 52 0 349 98 Bad 69 18
322 7.52 123 39 5 499 98 Medium 34 15
373 7.80 121 50 0 508 98 Medium 65 11
4 7.40 117 100 4 466 97 Medium 55 14
29 2.99 103 74 0 359 97 Bad 55 11
103 5.30 113 22 0 57 97 Medium 65 16
106 5.55 104 100 8 398 97 Medium 61 11
134 7.62 132 98 2 265 97 Bad 62 12
149 7.56 110 119 0 384 97 Medium 72 14
185 9.95 132 33 7 35 97 Medium 60 11
208 8.19 111 105 0 466 97 Bad 61 10
289 6.98 116 40 0 74 97 Medium 76 15
36 11.07 131 84 11 29 96 Medium 44 17
104 5.07 123 91 0 334 96 Bad 78 17
188 6.03 117 32 0 142 96 Bad 62 17
194 13.28 139 70 7 71 96 Good 61 10
285 6.97 106 46 11 414 96 Bad 79 17
300 9.40 135 40 17 497 96 Medium 54 17
350 9.32 134 27 18 467 96 Medium 49 14
45 4.16 85 79 6 325 95 Medium 69 13
399 5.94 100 79 7 284 95 Bad 50 12
12 11.96 117 94 4 503 94 Good 50 13
84 4.42 109 36 7 468 94 Bad 56 11
132 6.50 108 69 3 208 94 Medium 77 16
140 12.30 146 62 10 310 94 Medium 30 13
178 10.48 138 72 0 148 94 Medium 27 17
242 12.01 136 63 0 160 94 Medium 38 12
168 6.71 106 73 0 216 93 Medium 60 13
193 7.56 108 26 0 408 93 Medium 56 14
342 7.38 98 120 0 268 93 Medium 72 10
76 8.55 88 111 23 480 92 Bad 36 16
354 9.45 107 67 12 430 92 Medium 35 12
377 16.27 141 60 19 319 92 Good 44 11
67 8.85 127 92 0 508 91 Medium 56 18
182 7.43 121 83 0 79 91 Medium 68 11
341 7.50 140 29 0 105 91 Bad 43 16
351 8.64 111 101 17 266 91 Medium 63 17
80 9.14 134 67 0 286 90 Bad 41 13
110 8.98 115 65 0 217 90 Medium 60 17
158 10.21 121 58 8 249 90 Medium 48 13
189 8.07 116 37 0 426 90 Medium 76 15
210 3.02 98 21 11 326 90 Bad 76 11
247 6.90 120 56 20 266 90 Bad 78 18
31 13.55 125 94 0 447 89 Good 30 12
78 7.70 118 71 12 44 89 Medium 67 18
271 11.99 119 26 0 284 89 Good 26 10
292 6.64 118 70 0 106 89 Bad 39 17
294 11.28 123 84 0 74 89 Good 59 10
330 11.27 100 54 9 433 89 Good 45 12
381 9.64 106 64 10 17 89 Medium 68 17
246 10.00 114 43 0 199 88 Good 57 10
122 11.67 125 89 10 380 87 Bad 28 10
150 11.48 121 120 13 140 87 Medium 56 11
302 7.41 99 93 0 198 87 Medium 57 16
14 10.96 115 28 11 29 86 Good 53 18
187 8.68 120 51 0 93 86 Medium 46 17
274 10.04 116 106 8 244 86 Medium 58 12
57 11.91 133 82 0 54 84 Medium 50 17
95 8.39 115 97 5 134 84 Bad 55 11
2 11.22 111 48 16 260 83 Good 65 10
335 7.63 93 117 9 489 83 Bad 42 13
26 14.90 139 32 0 176 82 Good 54 11
226 6.68 107 25 0 412 82 Bad 36 14
179 10.66 104 71 14 89 81 Medium 25 14
256 7.71 123 81 8 198 81 Bad 80 15
259 3.47 108 38 0 251 81 Bad 72 14
3 10.06 113 35 10 269 80 Medium 59 12
310 11.18 131 111 13 33 80 Bad 68 18
81 8.01 113 100 16 353 79 Bad 68 11
369 10.71 109 22 10 348 79 Good 74 14
389 8.14 135 89 11 245 78 Bad 79 16
131 8.41 94 84 13 497 77 Medium 51 12
170 11.48 104 41 15 492 77 Good 73 18
293 11.82 113 66 16 322 74 Good 76 15
6 10.81 124 113 13 501 72 Bad 78 16
230 11.19 98 104 0 404 72 Medium 27 18
288 6.88 95 44 4 208 72 Bad 44 17
317 15.63 122 36 5 369 72 Good 35 10
358 13.36 103 73 3 276 72 Medium 34 15
47 12.44 127 90 14 16 70 Medium 48 15
77 10.64 102 87 10 346 70 Medium 64 15
160 9.32 119 60 0 372 70 Bad 30 18
156 7.71 98 72 0 59 69 Medium 65 16
19 13.91 110 110 0 408 68 Good 46 17
384 9.35 98 117 0 76 68 Medium 63 10
209 7.78 86 54 0 497 64 Bad 33 12
273 12.98 113 33 0 14 63 Good 38 12
172 12.49 93 106 12 416 55 Medium 75 15
314 9.33 103 81 3 491 54 Medium 66 13
368 14.37 95 106 0 256 53 Good 52 17
126 9.34 89 78 0 181 49 Medium 43 15
43 10.43 77 69 0 25 24 Medium 50 18
Urban US
166 Yes Yes
175 No No
192 Yes Yes
316 Yes Yes
270 Yes No
311 Yes Yes
357 Yes No
229 No Yes
366 No No
162 No Yes
207 Yes Yes
387 Yes No
144 Yes Yes
265 Yes Yes
398 Yes Yes
280 Yes Yes
157 Yes No
204 Yes No
251 Yes Yes
290 Yes Yes
124 No Yes
56 Yes Yes
177 No Yes
283 Yes No
321 Yes Yes
112 Yes Yes
248 Yes No
279 No Yes
382 Yes Yes
72 No Yes
154 No Yes
325 Yes Yes
50 Yes No
163 Yes No
181 Yes Yes
346 Yes No
96 Yes Yes
130 No Yes
334 Yes Yes
201 No No
356 Yes No
79 Yes Yes
223 Yes Yes
281 Yes Yes
355 Yes Yes
16 No No
55 No Yes
216 Yes Yes
217 Yes No
257 Yes No
337 Yes No
165 No Yes
225 No No
183 Yes No
83 Yes Yes
107 No No
214 Yes Yes
323 Yes Yes
395 Yes Yes
23 Yes No
40 No No
105 Yes No
198 Yes No
33 No Yes
167 Yes Yes
296 No Yes
13 Yes No
75 No Yes
133 Yes Yes
318 No No
46 Yes Yes
238 Yes Yes
243 No No
313 Yes Yes
44 Yes Yes
69 Yes Yes
87 Yes No
202 Yes No
305 Yes Yes
332 Yes Yes
367 No Yes
63 Yes Yes
127 Yes Yes
197 Yes Yes
239 Yes No
307 Yes Yes
97 No Yes
206 Yes No
236 Yes Yes
252 Yes Yes
263 Yes Yes
276 Yes Yes
306 Yes Yes
312 Yes Yes
386 Yes Yes
18 Yes Yes
21 Yes Yes
27 No Yes
32 Yes Yes
121 Yes Yes
135 Yes No
142 Yes No
147 Yes No
286 Yes Yes
365 Yes Yes
203 No Yes
277 Yes Yes
299 Yes No
319 No Yes
360 Yes Yes
393 Yes Yes
53 Yes Yes
98 Yes Yes
116 Yes No
141 Yes Yes
235 No Yes
255 Yes Yes
266 Yes Yes
315 Yes Yes
320 No Yes
5 Yes No
34 Yes Yes
35 Yes Yes
66 No No
82 Yes No
117 No No
120 Yes Yes
153 No No
174 Yes Yes
195 Yes Yes
199 Yes Yes
396 Yes Yes
99 No Yes
114 Yes Yes
41 No No
88 No Yes
129 Yes Yes
200 Yes Yes
309 Yes Yes
340 Yes Yes
345 No Yes
372 Yes No
93 Yes No
113 Yes Yes
224 Yes Yes
278 Yes Yes
347 No No
378 No No
9 No No
10 No Yes
42 Yes No
205 Yes No
221 Yes Yes
376 Yes No
392 Yes No
61 Yes Yes
145 No No
211 No Yes
297 Yes Yes
176 Yes No
227 Yes No
232 No No
254 No Yes
327 Yes No
353 Yes Yes
370 Yes Yes
20 Yes Yes
85 No No
241 Yes No
344 Yes Yes
383 Yes Yes
1 Yes Yes
8 Yes Yes
125 Yes No
136 No Yes
137 No No
212 Yes Yes
219 Yes Yes
234 No Yes
308 Yes No
394 No Yes
397 No Yes
400 Yes Yes
54 Yes Yes
90 No No
118 Yes No
148 No Yes
275 Yes Yes
371 Yes Yes
379 Yes Yes
15 Yes Yes
102 Yes No
138 Yes No
171 Yes Yes
240 Yes Yes
262 Yes Yes
343 No Yes
359 Yes Yes
375 Yes Yes
58 Yes No
146 Yes Yes
169 Yes No
250 Yes No
253 Yes No
284 No No
73 Yes No
111 Yes Yes
128 Yes Yes
180 Yes Yes
220 Yes Yes
374 Yes No
68 Yes Yes
264 Yes Yes
388 No Yes
60 Yes No
151 No Yes
231 No No
361 No Yes
25 Yes Yes
287 No Yes
86 No No
159 No Yes
196 Yes Yes
258 Yes Yes
267 No Yes
268 No Yes
331 No No
348 No No
385 Yes Yes
89 Yes Yes
161 No No
218 No No
329 Yes Yes
391 Yes Yes
17 Yes No
38 Yes Yes
155 No Yes
173 Yes Yes
244 Yes Yes
272 Yes No
303 Yes Yes
336 Yes Yes
363 Yes Yes
22 No Yes
24 Yes No
139 Yes Yes
7 Yes No
48 Yes No
51 Yes Yes
52 Yes No
108 Yes No
123 Yes Yes
237 Yes Yes
364 Yes No
28 Yes No
62 No No
92 Yes Yes
100 No Yes
186 Yes Yes
215 Yes Yes
222 Yes No
349 Yes Yes
380 Yes No
390 Yes Yes
101 No Yes
115 Yes Yes
164 No No
213 Yes Yes
233 Yes Yes
269 Yes No
282 No Yes
352 No Yes
65 No Yes
74 No Yes
94 Yes No
143 Yes No
190 No Yes
298 Yes Yes
326 Yes Yes
328 Yes Yes
333 Yes Yes
362 No Yes
59 Yes Yes
91 No No
109 Yes No
152 No Yes
291 No Yes
324 Yes Yes
30 Yes Yes
39 Yes No
184 Yes Yes
338 Yes No
64 Yes Yes
191 No Yes
228 Yes Yes
249 Yes Yes
261 Yes Yes
339 Yes No
11 No Yes
37 No No
245 Yes No
260 No Yes
70 Yes No
71 Yes Yes
119 Yes Yes
295 Yes Yes
301 Yes Yes
304 Yes Yes
49 Yes No
322 Yes No
373 No No
4 Yes Yes
29 Yes Yes
103 No No
106 Yes Yes
134 Yes Yes
149 No Yes
185 No Yes
208 No No
289 No No
36 No Yes
104 Yes Yes
188 Yes No
194 Yes Yes
285 No No
300 No Yes
350 No Yes
45 Yes Yes
399 Yes Yes
12 Yes Yes
84 Yes Yes
132 Yes No
140 No Yes
178 Yes Yes
242 Yes No
168 Yes No
193 No No
342 No No
76 No Yes
354 No Yes
377 Yes Yes
67 Yes No
182 Yes No
341 Yes No
351 No Yes
80 Yes No
110 No No
158 No Yes
189 Yes No
210 No Yes
247 Yes Yes
31 Yes No
78 No Yes
271 Yes No
292 Yes No
294 Yes No
330 Yes Yes
381 Yes Yes
246 No Yes
122 Yes Yes
150 Yes Yes
302 Yes Yes
14 Yes Yes
187 No No
274 Yes Yes
57 Yes No
95 Yes Yes
2 Yes Yes
335 Yes Yes
26 No No
226 Yes No
179 No Yes
256 Yes Yes
259 No No
3 Yes Yes
310 Yes Yes
81 Yes Yes
369 No Yes
389 Yes Yes
131 Yes Yes
170 Yes Yes
293 Yes Yes
6 No Yes
230 No No
288 Yes Yes
317 Yes Yes
358 Yes Yes
47 No Yes
77 Yes Yes
160 No No
156 Yes No
19 No Yes
384 Yes No
209 Yes No
273 Yes No
172 Yes Yes
314 Yes No
368 Yes No
126 No No
43 Yes NoCreate a New Variable
Task - You want to create a new variable from some existing variable some from Carseats dataset
Solution - mutate() function
- Suppose you want to want to find per capita income of a region (income/total population)
Sales CompPrice Income Advertising Population Price ShelveLoc Age Education
1 9.50 138 73 11 276 120 Bad 42 17
2 11.22 111 48 16 260 83 Good 65 10
3 10.06 113 35 10 269 80 Medium 59 12
4 7.40 117 100 4 466 97 Medium 55 14
5 4.15 141 64 3 340 128 Bad 38 13
6 10.81 124 113 13 501 72 Bad 78 16
7 6.63 115 105 0 45 108 Medium 71 15
8 11.85 136 81 15 425 120 Good 67 10
9 6.54 132 110 0 108 124 Medium 76 10
10 4.69 132 113 0 131 124 Medium 76 17
11 9.01 121 78 9 150 100 Bad 26 10
12 11.96 117 94 4 503 94 Good 50 13
13 3.98 122 35 2 393 136 Medium 62 18
14 10.96 115 28 11 29 86 Good 53 18
15 11.17 107 117 11 148 118 Good 52 18
16 8.71 149 95 5 400 144 Medium 76 18
17 7.58 118 32 0 284 110 Good 63 13
18 12.29 147 74 13 251 131 Good 52 10
19 13.91 110 110 0 408 68 Good 46 17
20 8.73 129 76 16 58 121 Medium 69 12
21 6.41 125 90 2 367 131 Medium 35 18
22 12.13 134 29 12 239 109 Good 62 18
23 5.08 128 46 6 497 138 Medium 42 13
24 5.87 121 31 0 292 109 Medium 79 10
25 10.14 145 119 16 294 113 Bad 42 12
26 14.90 139 32 0 176 82 Good 54 11
27 8.33 107 115 11 496 131 Good 50 11
28 5.27 98 118 0 19 107 Medium 64 17
29 2.99 103 74 0 359 97 Bad 55 11
30 7.81 104 99 15 226 102 Bad 58 17
31 13.55 125 94 0 447 89 Good 30 12
32 8.25 136 58 16 241 131 Medium 44 18
33 6.20 107 32 12 236 137 Good 64 10
34 8.77 114 38 13 317 128 Good 50 16
35 2.67 115 54 0 406 128 Medium 42 17
36 11.07 131 84 11 29 96 Medium 44 17
37 8.89 122 76 0 270 100 Good 60 18
38 4.95 121 41 5 412 110 Medium 54 10
39 6.59 109 73 0 454 102 Medium 65 15
40 3.24 130 60 0 144 138 Bad 38 10
41 2.07 119 98 0 18 126 Bad 73 17
42 7.96 157 53 0 403 124 Bad 58 16
43 10.43 77 69 0 25 24 Medium 50 18
44 4.12 123 42 11 16 134 Medium 59 13
45 4.16 85 79 6 325 95 Medium 69 13
46 4.56 141 63 0 168 135 Bad 44 12
47 12.44 127 90 14 16 70 Medium 48 15
48 4.38 126 98 0 173 108 Bad 55 16
49 3.91 116 52 0 349 98 Bad 69 18
50 10.61 157 93 0 51 149 Good 32 17
51 1.42 99 32 18 341 108 Bad 80 16
52 4.42 121 90 0 150 108 Bad 75 16
53 7.91 153 40 3 112 129 Bad 39 18
54 6.92 109 64 13 39 119 Medium 61 17
55 4.90 134 103 13 25 144 Medium 76 17
56 6.85 143 81 5 60 154 Medium 61 18
57 11.91 133 82 0 54 84 Medium 50 17
58 0.91 93 91 0 22 117 Bad 75 11
59 5.42 103 93 15 188 103 Bad 74 16
60 5.21 118 71 4 148 114 Medium 80 13
61 8.32 122 102 19 469 123 Bad 29 13
62 7.32 105 32 0 358 107 Medium 26 13
63 1.82 139 45 0 146 133 Bad 77 17
64 8.47 119 88 10 170 101 Medium 61 13
65 7.80 100 67 12 184 104 Medium 32 16
66 4.90 122 26 0 197 128 Medium 55 13
67 8.85 127 92 0 508 91 Medium 56 18
68 9.01 126 61 14 152 115 Medium 47 16
69 13.39 149 69 20 366 134 Good 60 13
70 7.99 127 59 0 339 99 Medium 65 12
71 9.46 89 81 15 237 99 Good 74 12
72 6.50 148 51 16 148 150 Medium 58 17
73 5.52 115 45 0 432 116 Medium 25 15
74 12.61 118 90 10 54 104 Good 31 11
75 6.20 150 68 5 125 136 Medium 64 13
76 8.55 88 111 23 480 92 Bad 36 16
77 10.64 102 87 10 346 70 Medium 64 15
78 7.70 118 71 12 44 89 Medium 67 18
79 4.43 134 48 1 139 145 Medium 65 12
80 9.14 134 67 0 286 90 Bad 41 13
81 8.01 113 100 16 353 79 Bad 68 11
82 7.52 116 72 0 237 128 Good 70 13
83 11.62 151 83 4 325 139 Good 28 17
84 4.42 109 36 7 468 94 Bad 56 11
85 2.23 111 25 0 52 121 Bad 43 18
86 8.47 125 103 0 304 112 Medium 49 13
87 8.70 150 84 9 432 134 Medium 64 15
88 11.70 131 67 7 272 126 Good 54 16
89 6.56 117 42 7 144 111 Medium 62 10
90 7.95 128 66 3 493 119 Medium 45 16
91 5.33 115 22 0 491 103 Medium 64 11
92 4.81 97 46 11 267 107 Medium 80 15
93 4.53 114 113 0 97 125 Medium 29 12
94 8.86 145 30 0 67 104 Medium 55 17
95 8.39 115 97 5 134 84 Bad 55 11
96 5.58 134 25 10 237 148 Medium 59 13
97 9.48 147 42 10 407 132 Good 73 16
98 7.45 161 82 5 287 129 Bad 33 16
99 12.49 122 77 24 382 127 Good 36 16
100 4.88 121 47 3 220 107 Bad 56 16
101 4.11 113 69 11 94 106 Medium 76 12
102 6.20 128 93 0 89 118 Medium 34 18
103 5.30 113 22 0 57 97 Medium 65 16
104 5.07 123 91 0 334 96 Bad 78 17
105 4.62 121 96 0 472 138 Medium 51 12
106 5.55 104 100 8 398 97 Medium 61 11
107 0.16 102 33 0 217 139 Medium 70 18
108 8.55 134 107 0 104 108 Medium 60 12
109 3.47 107 79 2 488 103 Bad 65 16
110 8.98 115 65 0 217 90 Medium 60 17
111 9.00 128 62 7 125 116 Medium 43 14
112 6.62 132 118 12 272 151 Medium 43 14
113 6.67 116 99 5 298 125 Good 62 12
114 6.01 131 29 11 335 127 Bad 33 12
115 9.31 122 87 9 17 106 Medium 65 13
116 8.54 139 35 0 95 129 Medium 42 13
117 5.08 135 75 0 202 128 Medium 80 10
118 8.80 145 53 0 507 119 Medium 41 12
119 7.57 112 88 2 243 99 Medium 62 11
120 7.37 130 94 8 137 128 Medium 64 12
121 6.87 128 105 11 249 131 Medium 63 13
122 11.67 125 89 10 380 87 Bad 28 10
123 6.88 119 100 5 45 108 Medium 75 10
124 8.19 127 103 0 125 155 Good 29 15
125 8.87 131 113 0 181 120 Good 63 14
126 9.34 89 78 0 181 49 Medium 43 15
127 11.27 153 68 2 60 133 Good 59 16
128 6.52 125 48 3 192 116 Medium 51 14
129 4.96 133 100 3 350 126 Bad 55 13
130 4.47 143 120 7 279 147 Bad 40 10
131 8.41 94 84 13 497 77 Medium 51 12
132 6.50 108 69 3 208 94 Medium 77 16
133 9.54 125 87 9 232 136 Good 72 10
134 7.62 132 98 2 265 97 Bad 62 12
135 3.67 132 31 0 327 131 Medium 76 16
136 6.44 96 94 14 384 120 Medium 36 18
137 5.17 131 75 0 10 120 Bad 31 18
138 6.52 128 42 0 436 118 Medium 80 11
139 10.27 125 103 12 371 109 Medium 44 10
140 12.30 146 62 10 310 94 Medium 30 13
141 6.03 133 60 10 277 129 Medium 45 18
142 6.53 140 42 0 331 131 Bad 28 15
143 7.44 124 84 0 300 104 Medium 77 15
144 0.53 122 88 7 36 159 Bad 28 17
145 9.09 132 68 0 264 123 Good 34 11
146 8.77 144 63 11 27 117 Medium 47 17
147 3.90 114 83 0 412 131 Bad 39 14
148 10.51 140 54 9 402 119 Good 41 16
149 7.56 110 119 0 384 97 Medium 72 14
150 11.48 121 120 13 140 87 Medium 56 11
151 10.49 122 84 8 176 114 Good 57 10
152 10.77 111 58 17 407 103 Good 75 17
153 7.64 128 78 0 341 128 Good 45 13
154 5.93 150 36 7 488 150 Medium 25 17
155 6.89 129 69 10 289 110 Medium 50 16
156 7.71 98 72 0 59 69 Medium 65 16
157 7.49 146 34 0 220 157 Good 51 16
158 10.21 121 58 8 249 90 Medium 48 13
159 12.53 142 90 1 189 112 Good 39 10
160 9.32 119 60 0 372 70 Bad 30 18
161 4.67 111 28 0 486 111 Medium 29 12
162 2.93 143 21 5 81 160 Medium 67 12
163 3.63 122 74 0 424 149 Medium 51 13
164 5.68 130 64 0 40 106 Bad 39 17
165 8.22 148 64 0 58 141 Medium 27 13
166 0.37 147 58 7 100 191 Bad 27 15
167 6.71 119 67 17 151 137 Medium 55 11
168 6.71 106 73 0 216 93 Medium 60 13
169 7.30 129 89 0 425 117 Medium 45 10
170 11.48 104 41 15 492 77 Good 73 18
171 8.01 128 39 12 356 118 Medium 71 10
172 12.49 93 106 12 416 55 Medium 75 15
173 9.03 104 102 13 123 110 Good 35 16
174 6.38 135 91 5 207 128 Medium 66 18
175 0.00 139 24 0 358 185 Medium 79 15
176 7.54 115 89 0 38 122 Medium 25 12
177 5.61 138 107 9 480 154 Medium 47 11
178 10.48 138 72 0 148 94 Medium 27 17
179 10.66 104 71 14 89 81 Medium 25 14
180 7.78 144 25 3 70 116 Medium 77 18
181 4.94 137 112 15 434 149 Bad 66 13
182 7.43 121 83 0 79 91 Medium 68 11
183 4.74 137 60 4 230 140 Bad 25 13
184 5.32 118 74 6 426 102 Medium 80 18
185 9.95 132 33 7 35 97 Medium 60 11
186 10.07 130 100 11 449 107 Medium 64 10
187 8.68 120 51 0 93 86 Medium 46 17
188 6.03 117 32 0 142 96 Bad 62 17
189 8.07 116 37 0 426 90 Medium 76 15
190 12.11 118 117 18 509 104 Medium 26 15
191 8.79 130 37 13 297 101 Medium 37 13
192 6.67 156 42 13 170 173 Good 74 14
193 7.56 108 26 0 408 93 Medium 56 14
194 13.28 139 70 7 71 96 Good 61 10
195 7.23 112 98 18 481 128 Medium 45 11
196 4.19 117 93 4 420 112 Bad 66 11
197 4.10 130 28 6 410 133 Bad 72 16
198 2.52 124 61 0 333 138 Medium 76 16
199 3.62 112 80 5 500 128 Medium 69 10
200 6.42 122 88 5 335 126 Medium 64 14
201 5.56 144 92 0 349 146 Medium 62 12
202 5.94 138 83 0 139 134 Medium 54 18
203 4.10 121 78 4 413 130 Bad 46 10
204 2.05 131 82 0 132 157 Bad 25 14
205 8.74 155 80 0 237 124 Medium 37 14
206 5.68 113 22 1 317 132 Medium 28 12
207 4.97 162 67 0 27 160 Medium 77 17
208 8.19 111 105 0 466 97 Bad 61 10
209 7.78 86 54 0 497 64 Bad 33 12
210 3.02 98 21 11 326 90 Bad 76 11
211 4.36 125 41 2 357 123 Bad 47 14
212 9.39 117 118 14 445 120 Medium 32 15
213 12.04 145 69 19 501 105 Medium 45 11
214 8.23 149 84 5 220 139 Medium 33 10
215 4.83 115 115 3 48 107 Medium 73 18
216 2.34 116 83 15 170 144 Bad 71 11
217 5.73 141 33 0 243 144 Medium 34 17
218 4.34 106 44 0 481 111 Medium 70 14
219 9.70 138 61 12 156 120 Medium 25 14
220 10.62 116 79 19 359 116 Good 58 17
221 10.59 131 120 15 262 124 Medium 30 10
222 6.43 124 44 0 125 107 Medium 80 11
223 7.49 136 119 6 178 145 Medium 35 13
224 3.45 110 45 9 276 125 Medium 62 14
225 4.10 134 82 0 464 141 Medium 48 13
226 6.68 107 25 0 412 82 Bad 36 14
227 7.80 119 33 0 245 122 Good 56 14
228 8.69 113 64 10 68 101 Medium 57 16
229 5.40 149 73 13 381 163 Bad 26 11
230 11.19 98 104 0 404 72 Medium 27 18
231 5.16 115 60 0 119 114 Bad 38 14
232 8.09 132 69 0 123 122 Medium 27 11
233 13.14 137 80 10 24 105 Good 61 15
234 8.65 123 76 18 218 120 Medium 29 14
235 9.43 115 62 11 289 129 Good 56 16
236 5.53 126 32 8 95 132 Medium 50 17
237 9.32 141 34 16 361 108 Medium 69 10
238 9.62 151 28 8 499 135 Medium 48 10
239 7.36 121 24 0 200 133 Good 73 13
240 3.89 123 105 0 149 118 Bad 62 16
241 10.31 159 80 0 362 121 Medium 26 18
242 12.01 136 63 0 160 94 Medium 38 12
243 4.68 124 46 0 199 135 Medium 52 14
244 7.82 124 25 13 87 110 Medium 57 10
245 8.78 130 30 0 391 100 Medium 26 18
246 10.00 114 43 0 199 88 Good 57 10
247 6.90 120 56 20 266 90 Bad 78 18
248 5.04 123 114 0 298 151 Bad 34 16
249 5.36 111 52 0 12 101 Medium 61 11
250 5.05 125 67 0 86 117 Bad 65 11
251 9.16 137 105 10 435 156 Good 72 14
252 3.72 139 111 5 310 132 Bad 62 13
253 8.31 133 97 0 70 117 Medium 32 16
254 5.64 124 24 5 288 122 Medium 57 12
255 9.58 108 104 23 353 129 Good 37 17
256 7.71 123 81 8 198 81 Bad 80 15
257 4.20 147 40 0 277 144 Medium 73 10
258 8.67 125 62 14 477 112 Medium 80 13
259 3.47 108 38 0 251 81 Bad 72 14
260 5.12 123 36 10 467 100 Bad 74 11
261 7.67 129 117 8 400 101 Bad 36 10
262 5.71 121 42 4 188 118 Medium 54 15
263 6.37 120 77 15 86 132 Medium 48 18
264 7.77 116 26 6 434 115 Medium 25 17
265 6.95 128 29 5 324 159 Good 31 15
266 5.31 130 35 10 402 129 Bad 39 17
267 9.10 128 93 12 343 112 Good 73 17
268 5.83 134 82 7 473 112 Bad 51 12
269 6.53 123 57 0 66 105 Medium 39 11
270 5.01 159 69 0 438 166 Medium 46 17
271 11.99 119 26 0 284 89 Good 26 10
272 4.55 111 56 0 504 110 Medium 62 16
273 12.98 113 33 0 14 63 Good 38 12
274 10.04 116 106 8 244 86 Medium 58 12
275 7.22 135 93 2 67 119 Medium 34 11
276 6.67 107 119 11 210 132 Medium 53 11
277 6.93 135 69 14 296 130 Medium 73 15
278 7.80 136 48 12 326 125 Medium 36 16
279 7.22 114 113 2 129 151 Good 40 15
280 3.42 141 57 13 376 158 Medium 64 18
281 2.86 121 86 10 496 145 Bad 51 10
282 11.19 122 69 7 303 105 Good 45 16
283 7.74 150 96 0 80 154 Good 61 11
284 5.36 135 110 0 112 117 Medium 80 16
285 6.97 106 46 11 414 96 Bad 79 17
286 7.60 146 26 11 261 131 Medium 39 10
287 7.53 117 118 11 429 113 Medium 67 18
288 6.88 95 44 4 208 72 Bad 44 17
289 6.98 116 40 0 74 97 Medium 76 15
290 8.75 143 77 25 448 156 Medium 43 17
291 9.49 107 111 14 400 103 Medium 41 11
292 6.64 118 70 0 106 89 Bad 39 17
293 11.82 113 66 16 322 74 Good 76 15
294 11.28 123 84 0 74 89 Good 59 10
295 12.66 148 76 3 126 99 Good 60 11
296 4.21 118 35 14 502 137 Medium 79 10
297 8.21 127 44 13 160 123 Good 63 18
298 3.07 118 83 13 276 104 Bad 75 10
299 10.98 148 63 0 312 130 Good 63 15
300 9.40 135 40 17 497 96 Medium 54 17
301 8.57 116 78 1 158 99 Medium 45 11
302 7.41 99 93 0 198 87 Medium 57 16
303 5.28 108 77 13 388 110 Bad 74 14
304 10.01 133 52 16 290 99 Medium 43 11
305 11.93 123 98 12 408 134 Good 29 10
306 8.03 115 29 26 394 132 Medium 33 13
307 4.78 131 32 1 85 133 Medium 48 12
308 5.90 138 92 0 13 120 Bad 61 12
309 9.24 126 80 19 436 126 Medium 52 10
310 11.18 131 111 13 33 80 Bad 68 18
311 9.53 175 65 29 419 166 Medium 53 12
312 6.15 146 68 12 328 132 Bad 51 14
313 6.80 137 117 5 337 135 Bad 38 10
314 9.33 103 81 3 491 54 Medium 66 13
315 7.72 133 33 10 333 129 Good 71 14
316 6.39 131 21 8 220 171 Good 29 14
317 15.63 122 36 5 369 72 Good 35 10
318 6.41 142 30 0 472 136 Good 80 15
319 10.08 116 72 10 456 130 Good 41 14
320 6.97 127 45 19 459 129 Medium 57 11
321 5.86 136 70 12 171 152 Medium 44 18
322 7.52 123 39 5 499 98 Medium 34 15
323 9.16 140 50 10 300 139 Good 60 15
324 10.36 107 105 18 428 103 Medium 34 12
325 2.66 136 65 4 133 150 Bad 53 13
326 11.70 144 69 11 131 104 Medium 47 11
327 4.69 133 30 0 152 122 Medium 53 17
328 6.23 112 38 17 316 104 Medium 80 16
329 3.15 117 66 1 65 111 Bad 55 11
330 11.27 100 54 9 433 89 Good 45 12
331 4.99 122 59 0 501 112 Bad 32 14
332 10.10 135 63 15 213 134 Medium 32 10
333 5.74 106 33 20 354 104 Medium 61 12
334 5.87 136 60 7 303 147 Medium 41 10
335 7.63 93 117 9 489 83 Bad 42 13
336 6.18 120 70 15 464 110 Medium 72 15
337 5.17 138 35 6 60 143 Bad 28 18
338 8.61 130 38 0 283 102 Medium 80 15
339 5.97 112 24 0 164 101 Medium 45 11
340 11.54 134 44 4 219 126 Good 44 15
341 7.50 140 29 0 105 91 Bad 43 16
342 7.38 98 120 0 268 93 Medium 72 10
343 7.81 137 102 13 422 118 Medium 71 10
344 5.99 117 42 10 371 121 Bad 26 14
345 8.43 138 80 0 108 126 Good 70 13
346 4.81 121 68 0 279 149 Good 79 12
347 8.97 132 107 0 144 125 Medium 33 13
348 6.88 96 39 0 161 112 Good 27 14
349 12.57 132 102 20 459 107 Good 49 11
350 9.32 134 27 18 467 96 Medium 49 14
351 8.64 111 101 17 266 91 Medium 63 17
352 10.44 124 115 16 458 105 Medium 62 16
353 13.44 133 103 14 288 122 Good 61 17
354 9.45 107 67 12 430 92 Medium 35 12
355 5.30 133 31 1 80 145 Medium 42 18
356 7.02 130 100 0 306 146 Good 42 11
357 3.58 142 109 0 111 164 Good 72 12
358 13.36 103 73 3 276 72 Medium 34 15
359 4.17 123 96 10 71 118 Bad 69 11
360 3.13 130 62 11 396 130 Bad 66 14
361 8.77 118 86 7 265 114 Good 52 15
362 8.68 131 25 10 183 104 Medium 56 15
363 5.25 131 55 0 26 110 Bad 79 12
364 10.26 111 75 1 377 108 Good 25 12
365 10.50 122 21 16 488 131 Good 30 14
366 6.53 154 30 0 122 162 Medium 57 17
367 5.98 124 56 11 447 134 Medium 53 12
368 14.37 95 106 0 256 53 Good 52 17
369 10.71 109 22 10 348 79 Good 74 14
370 10.26 135 100 22 463 122 Medium 36 14
371 7.68 126 41 22 403 119 Bad 42 12
372 9.08 152 81 0 191 126 Medium 54 16
373 7.80 121 50 0 508 98 Medium 65 11
374 5.58 137 71 0 402 116 Medium 78 17
375 9.44 131 47 7 90 118 Medium 47 12
376 7.90 132 46 4 206 124 Medium 73 11
377 16.27 141 60 19 319 92 Good 44 11
378 6.81 132 61 0 263 125 Medium 41 12
379 6.11 133 88 3 105 119 Medium 79 12
380 5.81 125 111 0 404 107 Bad 54 15
381 9.64 106 64 10 17 89 Medium 68 17
382 3.90 124 65 21 496 151 Bad 77 13
383 4.95 121 28 19 315 121 Medium 66 14
384 9.35 98 117 0 76 68 Medium 63 10
385 12.85 123 37 15 348 112 Good 28 12
386 5.87 131 73 13 455 132 Medium 62 17
387 5.32 152 116 0 170 160 Medium 39 16
388 8.67 142 73 14 238 115 Medium 73 14
389 8.14 135 89 11 245 78 Bad 79 16
390 8.44 128 42 8 328 107 Medium 35 12
391 5.47 108 75 9 61 111 Medium 67 12
392 6.10 153 63 0 49 124 Bad 56 16
393 4.53 129 42 13 315 130 Bad 34 13
394 5.57 109 51 10 26 120 Medium 30 17
395 5.35 130 58 19 366 139 Bad 33 16
396 12.57 138 108 17 203 128 Good 33 14
397 6.14 139 23 3 37 120 Medium 55 11
398 7.41 162 26 12 368 159 Medium 40 18
399 5.94 100 79 7 284 95 Bad 50 12
400 9.71 134 37 0 27 120 Good 49 16
Urban US per_capita_income
1 Yes Yes 264.49275
2 Yes Yes 184.61538
3 Yes Yes 130.11152
4 Yes Yes 214.59227
5 Yes No 188.23529
6 No Yes 225.54890
7 Yes No 2333.33333
8 Yes Yes 190.58824
9 No No 1018.51852
10 No Yes 862.59542
11 No Yes 520.00000
12 Yes Yes 186.87873
13 Yes No 89.05852
14 Yes Yes 965.51724
15 Yes Yes 790.54054
16 No No 237.50000
17 Yes No 112.67606
18 Yes Yes 294.82072
19 No Yes 269.60784
20 Yes Yes 1310.34483
21 Yes Yes 245.23161
22 No Yes 121.33891
23 Yes No 92.55533
24 Yes No 106.16438
25 Yes Yes 404.76190
26 No No 181.81818
27 No Yes 231.85484
28 Yes No 6210.52632
29 Yes Yes 206.12813
30 Yes Yes 438.05310
31 Yes No 210.29083
32 Yes Yes 240.66390
33 No Yes 135.59322
34 Yes Yes 119.87382
35 Yes Yes 133.00493
36 No Yes 2896.55172
37 No No 281.48148
38 Yes Yes 99.51456
39 Yes No 160.79295
40 No No 416.66667
41 No No 5444.44444
42 Yes No 131.51365
43 Yes No 2760.00000
44 Yes Yes 2625.00000
45 Yes Yes 243.07692
46 Yes Yes 375.00000
47 No Yes 5625.00000
48 Yes No 566.47399
49 Yes No 148.99713
50 Yes No 1823.52941
51 Yes Yes 93.84164
52 Yes No 600.00000
53 Yes Yes 357.14286
54 Yes Yes 1641.02564
55 No Yes 4120.00000
56 Yes Yes 1350.00000
57 Yes No 1518.51852
58 Yes No 4136.36364
59 Yes Yes 494.68085
60 Yes No 479.72973
61 Yes Yes 217.48401
62 No No 89.38547
63 Yes Yes 308.21918
64 Yes Yes 517.64706
65 No Yes 364.13043
66 No No 131.97970
67 Yes No 181.10236
68 Yes Yes 401.31579
69 Yes Yes 188.52459
70 Yes No 174.04130
71 Yes Yes 341.77215
72 No Yes 344.59459
73 Yes No 104.16667
74 No Yes 1666.66667
75 No Yes 544.00000
76 No Yes 231.25000
77 Yes Yes 251.44509
78 No Yes 1613.63636
79 Yes Yes 345.32374
80 Yes No 234.26573
81 Yes Yes 283.28612
82 Yes No 303.79747
83 Yes Yes 255.38462
84 Yes Yes 76.92308
85 No No 480.76923
86 No No 338.81579
87 Yes No 194.44444
88 No Yes 246.32353
89 Yes Yes 291.66667
90 No No 133.87424
91 No No 44.80652
92 Yes Yes 172.28464
93 Yes No 1164.94845
94 Yes No 447.76119
95 Yes Yes 723.88060
96 Yes Yes 105.48523
97 No Yes 103.19410
98 Yes Yes 285.71429
99 No Yes 201.57068
100 No Yes 213.63636
101 No Yes 734.04255
102 Yes No 1044.94382
103 No No 385.96491
104 Yes Yes 272.45509
105 Yes No 203.38983
106 Yes Yes 251.25628
107 No No 152.07373
108 Yes No 1028.84615
109 Yes No 161.88525
110 No No 299.53917
111 Yes Yes 496.00000
112 Yes Yes 433.82353
113 Yes Yes 332.21477
114 Yes Yes 86.56716
115 Yes Yes 5117.64706
116 Yes No 368.42105
117 No No 371.28713
118 Yes No 104.53649
119 Yes Yes 362.13992
120 Yes Yes 686.13139
121 Yes Yes 421.68675
122 Yes Yes 234.21053
123 Yes Yes 2222.22222
124 No Yes 824.00000
125 Yes No 624.30939
126 No No 430.93923
127 Yes Yes 1133.33333
128 Yes Yes 250.00000
129 Yes Yes 285.71429
130 No Yes 430.10753
131 Yes Yes 169.01408
132 Yes No 331.73077
133 Yes Yes 375.00000
134 Yes Yes 369.81132
135 Yes No 94.80122
136 No Yes 244.79167
137 No No 7500.00000
138 Yes No 96.33028
139 Yes Yes 277.62803
140 No Yes 200.00000
141 Yes Yes 216.60650
142 Yes No 126.88822
143 Yes No 280.00000
144 Yes Yes 2444.44444
145 No No 257.57576
146 Yes Yes 2333.33333
147 Yes No 201.45631
148 No Yes 134.32836
149 No Yes 309.89583
150 Yes Yes 857.14286
151 No Yes 477.27273
152 No Yes 142.50614
153 No No 228.73900
154 No Yes 73.77049
155 No Yes 238.75433
156 Yes No 1220.33898
157 Yes No 154.54545
158 No Yes 232.93173
159 No Yes 476.19048
160 No No 161.29032
161 No No 57.61317
162 No Yes 259.25926
163 Yes No 174.52830
164 No No 1600.00000
165 No Yes 1103.44828
166 Yes Yes 580.00000
167 Yes Yes 443.70861
168 Yes No 337.96296
169 Yes No 209.41176
170 Yes Yes 83.33333
171 Yes Yes 109.55056
172 Yes Yes 254.80769
173 Yes Yes 829.26829
174 Yes Yes 439.61353
175 No No 67.03911
176 Yes No 2342.10526
177 No Yes 222.91667
178 Yes Yes 486.48649
179 No Yes 797.75281
180 Yes Yes 357.14286
181 Yes Yes 258.06452
182 Yes No 1050.63291
183 Yes No 260.86957
184 Yes Yes 173.70892
185 No Yes 942.85714
186 Yes Yes 222.71715
187 No No 548.38710
188 Yes No 225.35211
189 Yes No 86.85446
190 No Yes 229.86248
191 No Yes 124.57912
192 Yes Yes 247.05882
193 No No 63.72549
194 Yes Yes 985.91549
195 Yes Yes 203.74220
196 Yes Yes 221.42857
197 Yes Yes 68.29268
198 Yes No 183.18318
199 Yes Yes 160.00000
200 Yes Yes 262.68657
201 No No 263.61032
202 Yes No 597.12230
203 No Yes 188.86199
204 Yes No 621.21212
205 Yes No 337.55274
206 Yes No 69.40063
207 Yes Yes 2481.48148
208 No No 225.32189
209 Yes No 108.65191
210 No Yes 64.41718
211 No Yes 114.84594
212 Yes Yes 265.16854
213 Yes Yes 137.72455
214 Yes Yes 381.81818
215 Yes Yes 2395.83333
216 Yes Yes 488.23529
217 Yes No 135.80247
218 No No 91.47609
219 Yes Yes 391.02564
220 Yes Yes 220.05571
221 Yes Yes 458.01527
222 Yes No 352.00000
223 Yes Yes 668.53933
224 Yes Yes 163.04348
225 No No 176.72414
226 Yes No 60.67961
227 Yes No 134.69388
228 Yes Yes 941.17647
229 No Yes 191.60105
230 No No 257.42574
231 No No 504.20168
232 No No 560.97561
233 Yes Yes 3333.33333
234 No Yes 348.62385
235 No Yes 214.53287
236 Yes Yes 336.84211
237 Yes Yes 94.18283
238 Yes Yes 56.11222
239 Yes No 120.00000
240 Yes Yes 704.69799
241 Yes No 220.99448
242 Yes No 393.75000
243 No No 231.15578
244 Yes Yes 287.35632
245 Yes No 76.72634
246 No Yes 216.08040
247 Yes Yes 210.52632
248 Yes No 382.55034
249 Yes Yes 4333.33333
250 Yes No 779.06977
251 Yes Yes 241.37931
252 Yes Yes 358.06452
253 Yes No 1385.71429
254 No Yes 83.33333
255 Yes Yes 294.61756
256 Yes Yes 409.09091
257 Yes No 144.40433
258 Yes Yes 129.97904
259 No No 151.39442
260 No Yes 77.08779
261 Yes Yes 292.50000
262 Yes Yes 223.40426
263 Yes Yes 895.34884
264 Yes Yes 59.90783
265 Yes Yes 89.50617
266 Yes Yes 87.06468
267 No Yes 271.13703
268 No Yes 173.36152
269 Yes No 863.63636
270 Yes No 157.53425
271 Yes No 91.54930
272 Yes No 111.11111
273 Yes No 2357.14286
274 Yes Yes 434.42623
275 Yes Yes 1388.05970
276 Yes Yes 566.66667
277 Yes Yes 233.10811
278 Yes Yes 147.23926
279 No Yes 875.96899
280 Yes Yes 151.59574
281 Yes Yes 173.38710
282 No Yes 227.72277
283 Yes No 1200.00000
284 No No 982.14286
285 No No 111.11111
286 Yes Yes 99.61686
287 No Yes 275.05828
288 Yes Yes 211.53846
289 No No 540.54054
290 Yes Yes 171.87500
291 No Yes 277.50000
292 Yes No 660.37736
293 Yes Yes 204.96894
294 Yes No 1135.13514
295 Yes Yes 603.17460
296 No Yes 69.72112
297 Yes Yes 275.00000
298 Yes Yes 300.72464
299 Yes No 201.92308
300 No Yes 80.48290
301 Yes Yes 493.67089
302 Yes Yes 469.69697
303 Yes Yes 198.45361
304 Yes Yes 179.31034
305 Yes Yes 240.19608
306 Yes Yes 73.60406
307 Yes Yes 376.47059
308 Yes No 7076.92308
309 Yes Yes 183.48624
310 Yes Yes 3363.63636
311 Yes Yes 155.13126
312 Yes Yes 207.31707
313 Yes Yes 347.18101
314 Yes No 164.96945
315 Yes Yes 99.09910
316 Yes Yes 95.45455
317 Yes Yes 97.56098
318 No No 63.55932
319 No Yes 157.89474
320 No Yes 98.03922
321 Yes Yes 409.35673
322 Yes No 78.15631
323 Yes Yes 166.66667
324 Yes Yes 245.32710
325 Yes Yes 488.72180
326 Yes Yes 526.71756
327 Yes No 197.36842
328 Yes Yes 120.25316
329 Yes Yes 1015.38462
330 Yes Yes 124.71132
331 No No 117.76447
332 Yes Yes 295.77465
333 Yes Yes 93.22034
334 Yes Yes 198.01980
335 Yes Yes 239.26380
336 Yes Yes 150.86207
337 Yes No 583.33333
338 Yes No 134.27562
339 Yes No 146.34146
340 Yes Yes 200.91324
341 Yes No 276.19048
342 No No 447.76119
343 No Yes 241.70616
344 Yes Yes 113.20755
345 No Yes 740.74074
346 Yes No 243.72760
347 No No 743.05556
348 No No 242.23602
349 Yes Yes 222.22222
350 No Yes 57.81585
351 No Yes 379.69925
352 No Yes 251.09170
353 Yes Yes 357.63889
354 No Yes 155.81395
355 Yes Yes 387.50000
356 Yes No 326.79739
357 Yes No 981.98198
358 Yes Yes 264.49275
359 Yes Yes 1352.11268
360 Yes Yes 156.56566
361 No Yes 324.52830
362 No Yes 136.61202
363 Yes Yes 2115.38462
364 Yes No 198.93899
365 Yes Yes 43.03279
366 No No 245.90164
367 No Yes 125.27964
368 Yes No 414.06250
369 No Yes 63.21839
370 Yes Yes 215.98272
371 Yes Yes 101.73697
372 Yes No 424.08377
373 No No 98.42520
374 Yes No 176.61692
375 Yes Yes 522.22222
376 Yes No 223.30097
377 Yes Yes 188.08777
378 No No 231.93916
379 Yes Yes 838.09524
380 Yes No 274.75248
381 Yes Yes 3764.70588
382 Yes Yes 131.04839
383 Yes Yes 88.88889
384 Yes No 1539.47368
385 Yes Yes 106.32184
386 Yes Yes 160.43956
387 Yes No 682.35294
388 No Yes 306.72269
389 Yes Yes 363.26531
390 Yes Yes 128.04878
391 Yes Yes 1229.50820
392 Yes No 1285.71429
393 Yes Yes 133.33333
394 No Yes 1961.53846
395 Yes Yes 158.46995
396 Yes Yes 532.01970
397 No Yes 621.62162
398 Yes Yes 70.65217
399 Yes Yes 278.16901
400 Yes Yes 1370.37037Filter your data
Task - You want to filter parts of your data that meet some criteriafrom Carseats dataset
Solution - filter() function
- Let us take a look at the different types of filters
- Filtering cases where
Priceis more than or equal to 120
Sales CompPrice Income Advertising Population Price ShelveLoc Age Education
1 9.50 138 73 11 276 120 Bad 42 17
5 4.15 141 64 3 340 128 Bad 38 13
8 11.85 136 81 15 425 120 Good 67 10
9 6.54 132 110 0 108 124 Medium 76 10
10 4.69 132 113 0 131 124 Medium 76 17
13 3.98 122 35 2 393 136 Medium 62 18
16 8.71 149 95 5 400 144 Medium 76 18
18 12.29 147 74 13 251 131 Good 52 10
20 8.73 129 76 16 58 121 Medium 69 12
21 6.41 125 90 2 367 131 Medium 35 18
23 5.08 128 46 6 497 138 Medium 42 13
27 8.33 107 115 11 496 131 Good 50 11
32 8.25 136 58 16 241 131 Medium 44 18
33 6.20 107 32 12 236 137 Good 64 10
34 8.77 114 38 13 317 128 Good 50 16
35 2.67 115 54 0 406 128 Medium 42 17
40 3.24 130 60 0 144 138 Bad 38 10
41 2.07 119 98 0 18 126 Bad 73 17
42 7.96 157 53 0 403 124 Bad 58 16
44 4.12 123 42 11 16 134 Medium 59 13
46 4.56 141 63 0 168 135 Bad 44 12
50 10.61 157 93 0 51 149 Good 32 17
53 7.91 153 40 3 112 129 Bad 39 18
55 4.90 134 103 13 25 144 Medium 76 17
56 6.85 143 81 5 60 154 Medium 61 18
61 8.32 122 102 19 469 123 Bad 29 13
63 1.82 139 45 0 146 133 Bad 77 17
66 4.90 122 26 0 197 128 Medium 55 13
69 13.39 149 69 20 366 134 Good 60 13
72 6.50 148 51 16 148 150 Medium 58 17
75 6.20 150 68 5 125 136 Medium 64 13
79 4.43 134 48 1 139 145 Medium 65 12
82 7.52 116 72 0 237 128 Good 70 13
83 11.62 151 83 4 325 139 Good 28 17
85 2.23 111 25 0 52 121 Bad 43 18
87 8.70 150 84 9 432 134 Medium 64 15
88 11.70 131 67 7 272 126 Good 54 16
93 4.53 114 113 0 97 125 Medium 29 12
96 5.58 134 25 10 237 148 Medium 59 13
97 9.48 147 42 10 407 132 Good 73 16
98 7.45 161 82 5 287 129 Bad 33 16
99 12.49 122 77 24 382 127 Good 36 16
105 4.62 121 96 0 472 138 Medium 51 12
107 0.16 102 33 0 217 139 Medium 70 18
112 6.62 132 118 12 272 151 Medium 43 14
113 6.67 116 99 5 298 125 Good 62 12
114 6.01 131 29 11 335 127 Bad 33 12
116 8.54 139 35 0 95 129 Medium 42 13
117 5.08 135 75 0 202 128 Medium 80 10
120 7.37 130 94 8 137 128 Medium 64 12
121 6.87 128 105 11 249 131 Medium 63 13
124 8.19 127 103 0 125 155 Good 29 15
125 8.87 131 113 0 181 120 Good 63 14
127 11.27 153 68 2 60 133 Good 59 16
129 4.96 133 100 3 350 126 Bad 55 13
130 4.47 143 120 7 279 147 Bad 40 10
133 9.54 125 87 9 232 136 Good 72 10
135 3.67 132 31 0 327 131 Medium 76 16
136 6.44 96 94 14 384 120 Medium 36 18
137 5.17 131 75 0 10 120 Bad 31 18
141 6.03 133 60 10 277 129 Medium 45 18
142 6.53 140 42 0 331 131 Bad 28 15
144 0.53 122 88 7 36 159 Bad 28 17
145 9.09 132 68 0 264 123 Good 34 11
147 3.90 114 83 0 412 131 Bad 39 14
153 7.64 128 78 0 341 128 Good 45 13
154 5.93 150 36 7 488 150 Medium 25 17
157 7.49 146 34 0 220 157 Good 51 16
162 2.93 143 21 5 81 160 Medium 67 12
163 3.63 122 74 0 424 149 Medium 51 13
165 8.22 148 64 0 58 141 Medium 27 13
166 0.37 147 58 7 100 191 Bad 27 15
167 6.71 119 67 17 151 137 Medium 55 11
174 6.38 135 91 5 207 128 Medium 66 18
175 0.00 139 24 0 358 185 Medium 79 15
176 7.54 115 89 0 38 122 Medium 25 12
177 5.61 138 107 9 480 154 Medium 47 11
181 4.94 137 112 15 434 149 Bad 66 13
183 4.74 137 60 4 230 140 Bad 25 13
192 6.67 156 42 13 170 173 Good 74 14
195 7.23 112 98 18 481 128 Medium 45 11
197 4.10 130 28 6 410 133 Bad 72 16
198 2.52 124 61 0 333 138 Medium 76 16
199 3.62 112 80 5 500 128 Medium 69 10
200 6.42 122 88 5 335 126 Medium 64 14
201 5.56 144 92 0 349 146 Medium 62 12
202 5.94 138 83 0 139 134 Medium 54 18
203 4.10 121 78 4 413 130 Bad 46 10
204 2.05 131 82 0 132 157 Bad 25 14
205 8.74 155 80 0 237 124 Medium 37 14
206 5.68 113 22 1 317 132 Medium 28 12
207 4.97 162 67 0 27 160 Medium 77 17
211 4.36 125 41 2 357 123 Bad 47 14
212 9.39 117 118 14 445 120 Medium 32 15
214 8.23 149 84 5 220 139 Medium 33 10
216 2.34 116 83 15 170 144 Bad 71 11
217 5.73 141 33 0 243 144 Medium 34 17
219 9.70 138 61 12 156 120 Medium 25 14
221 10.59 131 120 15 262 124 Medium 30 10
223 7.49 136 119 6 178 145 Medium 35 13
224 3.45 110 45 9 276 125 Medium 62 14
225 4.10 134 82 0 464 141 Medium 48 13
227 7.80 119 33 0 245 122 Good 56 14
229 5.40 149 73 13 381 163 Bad 26 11
232 8.09 132 69 0 123 122 Medium 27 11
234 8.65 123 76 18 218 120 Medium 29 14
235 9.43 115 62 11 289 129 Good 56 16
236 5.53 126 32 8 95 132 Medium 50 17
238 9.62 151 28 8 499 135 Medium 48 10
239 7.36 121 24 0 200 133 Good 73 13
241 10.31 159 80 0 362 121 Medium 26 18
243 4.68 124 46 0 199 135 Medium 52 14
248 5.04 123 114 0 298 151 Bad 34 16
251 9.16 137 105 10 435 156 Good 72 14
252 3.72 139 111 5 310 132 Bad 62 13
254 5.64 124 24 5 288 122 Medium 57 12
255 9.58 108 104 23 353 129 Good 37 17
257 4.20 147 40 0 277 144 Medium 73 10
263 6.37 120 77 15 86 132 Medium 48 18
265 6.95 128 29 5 324 159 Good 31 15
266 5.31 130 35 10 402 129 Bad 39 17
270 5.01 159 69 0 438 166 Medium 46 17
276 6.67 107 119 11 210 132 Medium 53 11
277 6.93 135 69 14 296 130 Medium 73 15
278 7.80 136 48 12 326 125 Medium 36 16
279 7.22 114 113 2 129 151 Good 40 15
280 3.42 141 57 13 376 158 Medium 64 18
281 2.86 121 86 10 496 145 Bad 51 10
283 7.74 150 96 0 80 154 Good 61 11
286 7.60 146 26 11 261 131 Medium 39 10
290 8.75 143 77 25 448 156 Medium 43 17
296 4.21 118 35 14 502 137 Medium 79 10
297 8.21 127 44 13 160 123 Good 63 18
299 10.98 148 63 0 312 130 Good 63 15
305 11.93 123 98 12 408 134 Good 29 10
306 8.03 115 29 26 394 132 Medium 33 13
307 4.78 131 32 1 85 133 Medium 48 12
308 5.90 138 92 0 13 120 Bad 61 12
309 9.24 126 80 19 436 126 Medium 52 10
311 9.53 175 65 29 419 166 Medium 53 12
312 6.15 146 68 12 328 132 Bad 51 14
313 6.80 137 117 5 337 135 Bad 38 10
315 7.72 133 33 10 333 129 Good 71 14
316 6.39 131 21 8 220 171 Good 29 14
318 6.41 142 30 0 472 136 Good 80 15
319 10.08 116 72 10 456 130 Good 41 14
320 6.97 127 45 19 459 129 Medium 57 11
321 5.86 136 70 12 171 152 Medium 44 18
323 9.16 140 50 10 300 139 Good 60 15
325 2.66 136 65 4 133 150 Bad 53 13
327 4.69 133 30 0 152 122 Medium 53 17
332 10.10 135 63 15 213 134 Medium 32 10
334 5.87 136 60 7 303 147 Medium 41 10
337 5.17 138 35 6 60 143 Bad 28 18
340 11.54 134 44 4 219 126 Good 44 15
344 5.99 117 42 10 371 121 Bad 26 14
345 8.43 138 80 0 108 126 Good 70 13
346 4.81 121 68 0 279 149 Good 79 12
347 8.97 132 107 0 144 125 Medium 33 13
353 13.44 133 103 14 288 122 Good 61 17
355 5.30 133 31 1 80 145 Medium 42 18
356 7.02 130 100 0 306 146 Good 42 11
357 3.58 142 109 0 111 164 Good 72 12
360 3.13 130 62 11 396 130 Bad 66 14
365 10.50 122 21 16 488 131 Good 30 14
366 6.53 154 30 0 122 162 Medium 57 17
367 5.98 124 56 11 447 134 Medium 53 12
370 10.26 135 100 22 463 122 Medium 36 14
372 9.08 152 81 0 191 126 Medium 54 16
376 7.90 132 46 4 206 124 Medium 73 11
378 6.81 132 61 0 263 125 Medium 41 12
382 3.90 124 65 21 496 151 Bad 77 13
383 4.95 121 28 19 315 121 Medium 66 14
386 5.87 131 73 13 455 132 Medium 62 17
387 5.32 152 116 0 170 160 Medium 39 16
392 6.10 153 63 0 49 124 Bad 56 16
393 4.53 129 42 13 315 130 Bad 34 13
394 5.57 109 51 10 26 120 Medium 30 17
395 5.35 130 58 19 366 139 Bad 33 16
396 12.57 138 108 17 203 128 Good 33 14
397 6.14 139 23 3 37 120 Medium 55 11
398 7.41 162 26 12 368 159 Medium 40 18
400 9.71 134 37 0 27 120 Good 49 16
Urban US
1 Yes Yes
5 Yes No
8 Yes Yes
9 No No
10 No Yes
13 Yes No
16 No No
18 Yes Yes
20 Yes Yes
21 Yes Yes
23 Yes No
27 No Yes
32 Yes Yes
33 No Yes
34 Yes Yes
35 Yes Yes
40 No No
41 No No
42 Yes No
44 Yes Yes
46 Yes Yes
50 Yes No
53 Yes Yes
55 No Yes
56 Yes Yes
61 Yes Yes
63 Yes Yes
66 No No
69 Yes Yes
72 No Yes
75 No Yes
79 Yes Yes
82 Yes No
83 Yes Yes
85 No No
87 Yes No
88 No Yes
93 Yes No
96 Yes Yes
97 No Yes
98 Yes Yes
99 No Yes
105 Yes No
107 No No
112 Yes Yes
113 Yes Yes
114 Yes Yes
116 Yes No
117 No No
120 Yes Yes
121 Yes Yes
124 No Yes
125 Yes No
127 Yes Yes
129 Yes Yes
130 No Yes
133 Yes Yes
135 Yes No
136 No Yes
137 No No
141 Yes Yes
142 Yes No
144 Yes Yes
145 No No
147 Yes No
153 No No
154 No Yes
157 Yes No
162 No Yes
163 Yes No
165 No Yes
166 Yes Yes
167 Yes Yes
174 Yes Yes
175 No No
176 Yes No
177 No Yes
181 Yes Yes
183 Yes No
192 Yes Yes
195 Yes Yes
197 Yes Yes
198 Yes No
199 Yes Yes
200 Yes Yes
201 No No
202 Yes No
203 No Yes
204 Yes No
205 Yes No
206 Yes No
207 Yes Yes
211 No Yes
212 Yes Yes
214 Yes Yes
216 Yes Yes
217 Yes No
219 Yes Yes
221 Yes Yes
223 Yes Yes
224 Yes Yes
225 No No
227 Yes No
229 No Yes
232 No No
234 No Yes
235 No Yes
236 Yes Yes
238 Yes Yes
239 Yes No
241 Yes No
243 No No
248 Yes No
251 Yes Yes
252 Yes Yes
254 No Yes
255 Yes Yes
257 Yes No
263 Yes Yes
265 Yes Yes
266 Yes Yes
270 Yes No
276 Yes Yes
277 Yes Yes
278 Yes Yes
279 No Yes
280 Yes Yes
281 Yes Yes
283 Yes No
286 Yes Yes
290 Yes Yes
296 No Yes
297 Yes Yes
299 Yes No
305 Yes Yes
306 Yes Yes
307 Yes Yes
308 Yes No
309 Yes Yes
311 Yes Yes
312 Yes Yes
313 Yes Yes
315 Yes Yes
316 Yes Yes
318 No No
319 No Yes
320 No Yes
321 Yes Yes
323 Yes Yes
325 Yes Yes
327 Yes No
332 Yes Yes
334 Yes Yes
337 Yes No
340 Yes Yes
344 Yes Yes
345 No Yes
346 Yes No
347 No No
353 Yes Yes
355 Yes Yes
356 Yes No
357 Yes No
360 Yes Yes
365 Yes Yes
366 No No
367 No Yes
370 Yes Yes
372 Yes No
376 Yes No
378 No No
382 Yes Yes
383 Yes Yes
386 Yes Yes
387 Yes No
392 Yes No
393 Yes Yes
394 No Yes
395 Yes Yes
396 Yes Yes
397 No Yes
398 Yes Yes
400 Yes Yes- Filtering cases where
Salesis more less than or equal to 8
Sales CompPrice Income Advertising Population Price ShelveLoc Age Education
4 7.40 117 100 4 466 97 Medium 55 14
5 4.15 141 64 3 340 128 Bad 38 13
7 6.63 115 105 0 45 108 Medium 71 15
9 6.54 132 110 0 108 124 Medium 76 10
10 4.69 132 113 0 131 124 Medium 76 17
13 3.98 122 35 2 393 136 Medium 62 18
17 7.58 118 32 0 284 110 Good 63 13
21 6.41 125 90 2 367 131 Medium 35 18
23 5.08 128 46 6 497 138 Medium 42 13
24 5.87 121 31 0 292 109 Medium 79 10
28 5.27 98 118 0 19 107 Medium 64 17
29 2.99 103 74 0 359 97 Bad 55 11
30 7.81 104 99 15 226 102 Bad 58 17
33 6.20 107 32 12 236 137 Good 64 10
35 2.67 115 54 0 406 128 Medium 42 17
38 4.95 121 41 5 412 110 Medium 54 10
39 6.59 109 73 0 454 102 Medium 65 15
40 3.24 130 60 0 144 138 Bad 38 10
41 2.07 119 98 0 18 126 Bad 73 17
42 7.96 157 53 0 403 124 Bad 58 16
44 4.12 123 42 11 16 134 Medium 59 13
45 4.16 85 79 6 325 95 Medium 69 13
46 4.56 141 63 0 168 135 Bad 44 12
48 4.38 126 98 0 173 108 Bad 55 16
49 3.91 116 52 0 349 98 Bad 69 18
51 1.42 99 32 18 341 108 Bad 80 16
52 4.42 121 90 0 150 108 Bad 75 16
53 7.91 153 40 3 112 129 Bad 39 18
54 6.92 109 64 13 39 119 Medium 61 17
55 4.90 134 103 13 25 144 Medium 76 17
56 6.85 143 81 5 60 154 Medium 61 18
58 0.91 93 91 0 22 117 Bad 75 11
59 5.42 103 93 15 188 103 Bad 74 16
60 5.21 118 71 4 148 114 Medium 80 13
62 7.32 105 32 0 358 107 Medium 26 13
63 1.82 139 45 0 146 133 Bad 77 17
65 7.80 100 67 12 184 104 Medium 32 16
66 4.90 122 26 0 197 128 Medium 55 13
70 7.99 127 59 0 339 99 Medium 65 12
72 6.50 148 51 16 148 150 Medium 58 17
73 5.52 115 45 0 432 116 Medium 25 15
75 6.20 150 68 5 125 136 Medium 64 13
78 7.70 118 71 12 44 89 Medium 67 18
79 4.43 134 48 1 139 145 Medium 65 12
82 7.52 116 72 0 237 128 Good 70 13
84 4.42 109 36 7 468 94 Bad 56 11
85 2.23 111 25 0 52 121 Bad 43 18
89 6.56 117 42 7 144 111 Medium 62 10
90 7.95 128 66 3 493 119 Medium 45 16
91 5.33 115 22 0 491 103 Medium 64 11
92 4.81 97 46 11 267 107 Medium 80 15
93 4.53 114 113 0 97 125 Medium 29 12
96 5.58 134 25 10 237 148 Medium 59 13
98 7.45 161 82 5 287 129 Bad 33 16
100 4.88 121 47 3 220 107 Bad 56 16
101 4.11 113 69 11 94 106 Medium 76 12
102 6.20 128 93 0 89 118 Medium 34 18
103 5.30 113 22 0 57 97 Medium 65 16
104 5.07 123 91 0 334 96 Bad 78 17
105 4.62 121 96 0 472 138 Medium 51 12
106 5.55 104 100 8 398 97 Medium 61 11
107 0.16 102 33 0 217 139 Medium 70 18
109 3.47 107 79 2 488 103 Bad 65 16
112 6.62 132 118 12 272 151 Medium 43 14
113 6.67 116 99 5 298 125 Good 62 12
114 6.01 131 29 11 335 127 Bad 33 12
117 5.08 135 75 0 202 128 Medium 80 10
119 7.57 112 88 2 243 99 Medium 62 11
120 7.37 130 94 8 137 128 Medium 64 12
121 6.87 128 105 11 249 131 Medium 63 13
123 6.88 119 100 5 45 108 Medium 75 10
128 6.52 125 48 3 192 116 Medium 51 14
129 4.96 133 100 3 350 126 Bad 55 13
130 4.47 143 120 7 279 147 Bad 40 10
132 6.50 108 69 3 208 94 Medium 77 16
134 7.62 132 98 2 265 97 Bad 62 12
135 3.67 132 31 0 327 131 Medium 76 16
136 6.44 96 94 14 384 120 Medium 36 18
137 5.17 131 75 0 10 120 Bad 31 18
138 6.52 128 42 0 436 118 Medium 80 11
141 6.03 133 60 10 277 129 Medium 45 18
142 6.53 140 42 0 331 131 Bad 28 15
143 7.44 124 84 0 300 104 Medium 77 15
144 0.53 122 88 7 36 159 Bad 28 17
147 3.90 114 83 0 412 131 Bad 39 14
149 7.56 110 119 0 384 97 Medium 72 14
153 7.64 128 78 0 341 128 Good 45 13
154 5.93 150 36 7 488 150 Medium 25 17
155 6.89 129 69 10 289 110 Medium 50 16
156 7.71 98 72 0 59 69 Medium 65 16
157 7.49 146 34 0 220 157 Good 51 16
161 4.67 111 28 0 486 111 Medium 29 12
162 2.93 143 21 5 81 160 Medium 67 12
163 3.63 122 74 0 424 149 Medium 51 13
164 5.68 130 64 0 40 106 Bad 39 17
166 0.37 147 58 7 100 191 Bad 27 15
167 6.71 119 67 17 151 137 Medium 55 11
168 6.71 106 73 0 216 93 Medium 60 13
169 7.30 129 89 0 425 117 Medium 45 10
174 6.38 135 91 5 207 128 Medium 66 18
175 0.00 139 24 0 358 185 Medium 79 15
176 7.54 115 89 0 38 122 Medium 25 12
177 5.61 138 107 9 480 154 Medium 47 11
180 7.78 144 25 3 70 116 Medium 77 18
181 4.94 137 112 15 434 149 Bad 66 13
182 7.43 121 83 0 79 91 Medium 68 11
183 4.74 137 60 4 230 140 Bad 25 13
184 5.32 118 74 6 426 102 Medium 80 18
188 6.03 117 32 0 142 96 Bad 62 17
192 6.67 156 42 13 170 173 Good 74 14
193 7.56 108 26 0 408 93 Medium 56 14
195 7.23 112 98 18 481 128 Medium 45 11
196 4.19 117 93 4 420 112 Bad 66 11
197 4.10 130 28 6 410 133 Bad 72 16
198 2.52 124 61 0 333 138 Medium 76 16
199 3.62 112 80 5 500 128 Medium 69 10
200 6.42 122 88 5 335 126 Medium 64 14
201 5.56 144 92 0 349 146 Medium 62 12
202 5.94 138 83 0 139 134 Medium 54 18
203 4.10 121 78 4 413 130 Bad 46 10
204 2.05 131 82 0 132 157 Bad 25 14
206 5.68 113 22 1 317 132 Medium 28 12
207 4.97 162 67 0 27 160 Medium 77 17
209 7.78 86 54 0 497 64 Bad 33 12
210 3.02 98 21 11 326 90 Bad 76 11
211 4.36 125 41 2 357 123 Bad 47 14
215 4.83 115 115 3 48 107 Medium 73 18
216 2.34 116 83 15 170 144 Bad 71 11
217 5.73 141 33 0 243 144 Medium 34 17
218 4.34 106 44 0 481 111 Medium 70 14
222 6.43 124 44 0 125 107 Medium 80 11
223 7.49 136 119 6 178 145 Medium 35 13
224 3.45 110 45 9 276 125 Medium 62 14
225 4.10 134 82 0 464 141 Medium 48 13
226 6.68 107 25 0 412 82 Bad 36 14
227 7.80 119 33 0 245 122 Good 56 14
229 5.40 149 73 13 381 163 Bad 26 11
231 5.16 115 60 0 119 114 Bad 38 14
236 5.53 126 32 8 95 132 Medium 50 17
239 7.36 121 24 0 200 133 Good 73 13
240 3.89 123 105 0 149 118 Bad 62 16
243 4.68 124 46 0 199 135 Medium 52 14
244 7.82 124 25 13 87 110 Medium 57 10
247 6.90 120 56 20 266 90 Bad 78 18
248 5.04 123 114 0 298 151 Bad 34 16
249 5.36 111 52 0 12 101 Medium 61 11
250 5.05 125 67 0 86 117 Bad 65 11
252 3.72 139 111 5 310 132 Bad 62 13
254 5.64 124 24 5 288 122 Medium 57 12
256 7.71 123 81 8 198 81 Bad 80 15
257 4.20 147 40 0 277 144 Medium 73 10
259 3.47 108 38 0 251 81 Bad 72 14
260 5.12 123 36 10 467 100 Bad 74 11
261 7.67 129 117 8 400 101 Bad 36 10
262 5.71 121 42 4 188 118 Medium 54 15
263 6.37 120 77 15 86 132 Medium 48 18
264 7.77 116 26 6 434 115 Medium 25 17
265 6.95 128 29 5 324 159 Good 31 15
266 5.31 130 35 10 402 129 Bad 39 17
268 5.83 134 82 7 473 112 Bad 51 12
269 6.53 123 57 0 66 105 Medium 39 11
270 5.01 159 69 0 438 166 Medium 46 17
272 4.55 111 56 0 504 110 Medium 62 16
275 7.22 135 93 2 67 119 Medium 34 11
276 6.67 107 119 11 210 132 Medium 53 11
277 6.93 135 69 14 296 130 Medium 73 15
278 7.80 136 48 12 326 125 Medium 36 16
279 7.22 114 113 2 129 151 Good 40 15
280 3.42 141 57 13 376 158 Medium 64 18
281 2.86 121 86 10 496 145 Bad 51 10
283 7.74 150 96 0 80 154 Good 61 11
284 5.36 135 110 0 112 117 Medium 80 16
285 6.97 106 46 11 414 96 Bad 79 17
286 7.60 146 26 11 261 131 Medium 39 10
287 7.53 117 118 11 429 113 Medium 67 18
288 6.88 95 44 4 208 72 Bad 44 17
289 6.98 116 40 0 74 97 Medium 76 15
292 6.64 118 70 0 106 89 Bad 39 17
296 4.21 118 35 14 502 137 Medium 79 10
298 3.07 118 83 13 276 104 Bad 75 10
302 7.41 99 93 0 198 87 Medium 57 16
303 5.28 108 77 13 388 110 Bad 74 14
307 4.78 131 32 1 85 133 Medium 48 12
308 5.90 138 92 0 13 120 Bad 61 12
312 6.15 146 68 12 328 132 Bad 51 14
313 6.80 137 117 5 337 135 Bad 38 10
315 7.72 133 33 10 333 129 Good 71 14
316 6.39 131 21 8 220 171 Good 29 14
318 6.41 142 30 0 472 136 Good 80 15
320 6.97 127 45 19 459 129 Medium 57 11
321 5.86 136 70 12 171 152 Medium 44 18
322 7.52 123 39 5 499 98 Medium 34 15
325 2.66 136 65 4 133 150 Bad 53 13
327 4.69 133 30 0 152 122 Medium 53 17
328 6.23 112 38 17 316 104 Medium 80 16
329 3.15 117 66 1 65 111 Bad 55 11
331 4.99 122 59 0 501 112 Bad 32 14
333 5.74 106 33 20 354 104 Medium 61 12
334 5.87 136 60 7 303 147 Medium 41 10
335 7.63 93 117 9 489 83 Bad 42 13
336 6.18 120 70 15 464 110 Medium 72 15
337 5.17 138 35 6 60 143 Bad 28 18
339 5.97 112 24 0 164 101 Medium 45 11
341 7.50 140 29 0 105 91 Bad 43 16
342 7.38 98 120 0 268 93 Medium 72 10
343 7.81 137 102 13 422 118 Medium 71 10
344 5.99 117 42 10 371 121 Bad 26 14
346 4.81 121 68 0 279 149 Good 79 12
348 6.88 96 39 0 161 112 Good 27 14
355 5.30 133 31 1 80 145 Medium 42 18
356 7.02 130 100 0 306 146 Good 42 11
357 3.58 142 109 0 111 164 Good 72 12
359 4.17 123 96 10 71 118 Bad 69 11
360 3.13 130 62 11 396 130 Bad 66 14
363 5.25 131 55 0 26 110 Bad 79 12
366 6.53 154 30 0 122 162 Medium 57 17
367 5.98 124 56 11 447 134 Medium 53 12
371 7.68 126 41 22 403 119 Bad 42 12
373 7.80 121 50 0 508 98 Medium 65 11
374 5.58 137 71 0 402 116 Medium 78 17
376 7.90 132 46 4 206 124 Medium 73 11
378 6.81 132 61 0 263 125 Medium 41 12
379 6.11 133 88 3 105 119 Medium 79 12
380 5.81 125 111 0 404 107 Bad 54 15
382 3.90 124 65 21 496 151 Bad 77 13
383 4.95 121 28 19 315 121 Medium 66 14
386 5.87 131 73 13 455 132 Medium 62 17
387 5.32 152 116 0 170 160 Medium 39 16
391 5.47 108 75 9 61 111 Medium 67 12
392 6.10 153 63 0 49 124 Bad 56 16
393 4.53 129 42 13 315 130 Bad 34 13
394 5.57 109 51 10 26 120 Medium 30 17
395 5.35 130 58 19 366 139 Bad 33 16
397 6.14 139 23 3 37 120 Medium 55 11
398 7.41 162 26 12 368 159 Medium 40 18
399 5.94 100 79 7 284 95 Bad 50 12
Urban US
4 Yes Yes
5 Yes No
7 Yes No
9 No No
10 No Yes
13 Yes No
17 Yes No
21 Yes Yes
23 Yes No
24 Yes No
28 Yes No
29 Yes Yes
30 Yes Yes
33 No Yes
35 Yes Yes
38 Yes Yes
39 Yes No
40 No No
41 No No
42 Yes No
44 Yes Yes
45 Yes Yes
46 Yes Yes
48 Yes No
49 Yes No
51 Yes Yes
52 Yes No
53 Yes Yes
54 Yes Yes
55 No Yes
56 Yes Yes
58 Yes No
59 Yes Yes
60 Yes No
62 No No
63 Yes Yes
65 No Yes
66 No No
70 Yes No
72 No Yes
73 Yes No
75 No Yes
78 No Yes
79 Yes Yes
82 Yes No
84 Yes Yes
85 No No
89 Yes Yes
90 No No
91 No No
92 Yes Yes
93 Yes No
96 Yes Yes
98 Yes Yes
100 No Yes
101 No Yes
102 Yes No
103 No No
104 Yes Yes
105 Yes No
106 Yes Yes
107 No No
109 Yes No
112 Yes Yes
113 Yes Yes
114 Yes Yes
117 No No
119 Yes Yes
120 Yes Yes
121 Yes Yes
123 Yes Yes
128 Yes Yes
129 Yes Yes
130 No Yes
132 Yes No
134 Yes Yes
135 Yes No
136 No Yes
137 No No
138 Yes No
141 Yes Yes
142 Yes No
143 Yes No
144 Yes Yes
147 Yes No
149 No Yes
153 No No
154 No Yes
155 No Yes
156 Yes No
157 Yes No
161 No No
162 No Yes
163 Yes No
164 No No
166 Yes Yes
167 Yes Yes
168 Yes No
169 Yes No
174 Yes Yes
175 No No
176 Yes No
177 No Yes
180 Yes Yes
181 Yes Yes
182 Yes No
183 Yes No
184 Yes Yes
188 Yes No
192 Yes Yes
193 No No
195 Yes Yes
196 Yes Yes
197 Yes Yes
198 Yes No
199 Yes Yes
200 Yes Yes
201 No No
202 Yes No
203 No Yes
204 Yes No
206 Yes No
207 Yes Yes
209 Yes No
210 No Yes
211 No Yes
215 Yes Yes
216 Yes Yes
217 Yes No
218 No No
222 Yes No
223 Yes Yes
224 Yes Yes
225 No No
226 Yes No
227 Yes No
229 No Yes
231 No No
236 Yes Yes
239 Yes No
240 Yes Yes
243 No No
244 Yes Yes
247 Yes Yes
248 Yes No
249 Yes Yes
250 Yes No
252 Yes Yes
254 No Yes
256 Yes Yes
257 Yes No
259 No No
260 No Yes
261 Yes Yes
262 Yes Yes
263 Yes Yes
264 Yes Yes
265 Yes Yes
266 Yes Yes
268 No Yes
269 Yes No
270 Yes No
272 Yes No
275 Yes Yes
276 Yes Yes
277 Yes Yes
278 Yes Yes
279 No Yes
280 Yes Yes
281 Yes Yes
283 Yes No
284 No No
285 No No
286 Yes Yes
287 No Yes
288 Yes Yes
289 No No
292 Yes No
296 No Yes
298 Yes Yes
302 Yes Yes
303 Yes Yes
307 Yes Yes
308 Yes No
312 Yes Yes
313 Yes Yes
315 Yes Yes
316 Yes Yes
318 No No
320 No Yes
321 Yes Yes
322 Yes No
325 Yes Yes
327 Yes No
328 Yes Yes
329 Yes Yes
331 No No
333 Yes Yes
334 Yes Yes
335 Yes Yes
336 Yes Yes
337 Yes No
339 Yes No
341 Yes No
342 No No
343 No Yes
344 Yes Yes
346 Yes No
348 No No
355 Yes Yes
356 Yes No
357 Yes No
359 Yes Yes
360 Yes Yes
363 Yes Yes
366 No No
367 No Yes
371 Yes Yes
373 No No
374 Yes No
376 Yes No
378 No No
379 Yes Yes
380 Yes No
382 Yes Yes
383 Yes Yes
386 Yes Yes
387 Yes No
391 Yes Yes
392 Yes No
393 Yes Yes
394 No Yes
395 Yes Yes
397 No Yes
398 Yes Yes
399 Yes Yes- How about we combine both these conditions?
Sales CompPrice Income Advertising Population Price ShelveLoc Age Education
5 4.15 141 64 3 340 128 Bad 38 13
9 6.54 132 110 0 108 124 Medium 76 10
10 4.69 132 113 0 131 124 Medium 76 17
13 3.98 122 35 2 393 136 Medium 62 18
21 6.41 125 90 2 367 131 Medium 35 18
23 5.08 128 46 6 497 138 Medium 42 13
33 6.20 107 32 12 236 137 Good 64 10
35 2.67 115 54 0 406 128 Medium 42 17
40 3.24 130 60 0 144 138 Bad 38 10
41 2.07 119 98 0 18 126 Bad 73 17
42 7.96 157 53 0 403 124 Bad 58 16
44 4.12 123 42 11 16 134 Medium 59 13
46 4.56 141 63 0 168 135 Bad 44 12
53 7.91 153 40 3 112 129 Bad 39 18
55 4.90 134 103 13 25 144 Medium 76 17
56 6.85 143 81 5 60 154 Medium 61 18
63 1.82 139 45 0 146 133 Bad 77 17
66 4.90 122 26 0 197 128 Medium 55 13
72 6.50 148 51 16 148 150 Medium 58 17
75 6.20 150 68 5 125 136 Medium 64 13
79 4.43 134 48 1 139 145 Medium 65 12
82 7.52 116 72 0 237 128 Good 70 13
85 2.23 111 25 0 52 121 Bad 43 18
93 4.53 114 113 0 97 125 Medium 29 12
96 5.58 134 25 10 237 148 Medium 59 13
98 7.45 161 82 5 287 129 Bad 33 16
105 4.62 121 96 0 472 138 Medium 51 12
107 0.16 102 33 0 217 139 Medium 70 18
112 6.62 132 118 12 272 151 Medium 43 14
113 6.67 116 99 5 298 125 Good 62 12
114 6.01 131 29 11 335 127 Bad 33 12
117 5.08 135 75 0 202 128 Medium 80 10
120 7.37 130 94 8 137 128 Medium 64 12
121 6.87 128 105 11 249 131 Medium 63 13
129 4.96 133 100 3 350 126 Bad 55 13
130 4.47 143 120 7 279 147 Bad 40 10
135 3.67 132 31 0 327 131 Medium 76 16
136 6.44 96 94 14 384 120 Medium 36 18
137 5.17 131 75 0 10 120 Bad 31 18
141 6.03 133 60 10 277 129 Medium 45 18
142 6.53 140 42 0 331 131 Bad 28 15
144 0.53 122 88 7 36 159 Bad 28 17
147 3.90 114 83 0 412 131 Bad 39 14
153 7.64 128 78 0 341 128 Good 45 13
154 5.93 150 36 7 488 150 Medium 25 17
157 7.49 146 34 0 220 157 Good 51 16
162 2.93 143 21 5 81 160 Medium 67 12
163 3.63 122 74 0 424 149 Medium 51 13
166 0.37 147 58 7 100 191 Bad 27 15
167 6.71 119 67 17 151 137 Medium 55 11
174 6.38 135 91 5 207 128 Medium 66 18
175 0.00 139 24 0 358 185 Medium 79 15
176 7.54 115 89 0 38 122 Medium 25 12
177 5.61 138 107 9 480 154 Medium 47 11
181 4.94 137 112 15 434 149 Bad 66 13
183 4.74 137 60 4 230 140 Bad 25 13
192 6.67 156 42 13 170 173 Good 74 14
195 7.23 112 98 18 481 128 Medium 45 11
197 4.10 130 28 6 410 133 Bad 72 16
198 2.52 124 61 0 333 138 Medium 76 16
199 3.62 112 80 5 500 128 Medium 69 10
200 6.42 122 88 5 335 126 Medium 64 14
201 5.56 144 92 0 349 146 Medium 62 12
202 5.94 138 83 0 139 134 Medium 54 18
203 4.10 121 78 4 413 130 Bad 46 10
204 2.05 131 82 0 132 157 Bad 25 14
206 5.68 113 22 1 317 132 Medium 28 12
207 4.97 162 67 0 27 160 Medium 77 17
211 4.36 125 41 2 357 123 Bad 47 14
216 2.34 116 83 15 170 144 Bad 71 11
217 5.73 141 33 0 243 144 Medium 34 17
223 7.49 136 119 6 178 145 Medium 35 13
224 3.45 110 45 9 276 125 Medium 62 14
225 4.10 134 82 0 464 141 Medium 48 13
227 7.80 119 33 0 245 122 Good 56 14
229 5.40 149 73 13 381 163 Bad 26 11
236 5.53 126 32 8 95 132 Medium 50 17
239 7.36 121 24 0 200 133 Good 73 13
243 4.68 124 46 0 199 135 Medium 52 14
248 5.04 123 114 0 298 151 Bad 34 16
252 3.72 139 111 5 310 132 Bad 62 13
254 5.64 124 24 5 288 122 Medium 57 12
257 4.20 147 40 0 277 144 Medium 73 10
263 6.37 120 77 15 86 132 Medium 48 18
265 6.95 128 29 5 324 159 Good 31 15
266 5.31 130 35 10 402 129 Bad 39 17
270 5.01 159 69 0 438 166 Medium 46 17
276 6.67 107 119 11 210 132 Medium 53 11
277 6.93 135 69 14 296 130 Medium 73 15
278 7.80 136 48 12 326 125 Medium 36 16
279 7.22 114 113 2 129 151 Good 40 15
280 3.42 141 57 13 376 158 Medium 64 18
281 2.86 121 86 10 496 145 Bad 51 10
283 7.74 150 96 0 80 154 Good 61 11
286 7.60 146 26 11 261 131 Medium 39 10
296 4.21 118 35 14 502 137 Medium 79 10
307 4.78 131 32 1 85 133 Medium 48 12
308 5.90 138 92 0 13 120 Bad 61 12
312 6.15 146 68 12 328 132 Bad 51 14
313 6.80 137 117 5 337 135 Bad 38 10
315 7.72 133 33 10 333 129 Good 71 14
316 6.39 131 21 8 220 171 Good 29 14
318 6.41 142 30 0 472 136 Good 80 15
320 6.97 127 45 19 459 129 Medium 57 11
321 5.86 136 70 12 171 152 Medium 44 18
325 2.66 136 65 4 133 150 Bad 53 13
327 4.69 133 30 0 152 122 Medium 53 17
334 5.87 136 60 7 303 147 Medium 41 10
337 5.17 138 35 6 60 143 Bad 28 18
344 5.99 117 42 10 371 121 Bad 26 14
346 4.81 121 68 0 279 149 Good 79 12
355 5.30 133 31 1 80 145 Medium 42 18
356 7.02 130 100 0 306 146 Good 42 11
357 3.58 142 109 0 111 164 Good 72 12
360 3.13 130 62 11 396 130 Bad 66 14
366 6.53 154 30 0 122 162 Medium 57 17
367 5.98 124 56 11 447 134 Medium 53 12
376 7.90 132 46 4 206 124 Medium 73 11
378 6.81 132 61 0 263 125 Medium 41 12
382 3.90 124 65 21 496 151 Bad 77 13
383 4.95 121 28 19 315 121 Medium 66 14
386 5.87 131 73 13 455 132 Medium 62 17
387 5.32 152 116 0 170 160 Medium 39 16
392 6.10 153 63 0 49 124 Bad 56 16
393 4.53 129 42 13 315 130 Bad 34 13
394 5.57 109 51 10 26 120 Medium 30 17
395 5.35 130 58 19 366 139 Bad 33 16
397 6.14 139 23 3 37 120 Medium 55 11
398 7.41 162 26 12 368 159 Medium 40 18
Urban US
5 Yes No
9 No No
10 No Yes
13 Yes No
21 Yes Yes
23 Yes No
33 No Yes
35 Yes Yes
40 No No
41 No No
42 Yes No
44 Yes Yes
46 Yes Yes
53 Yes Yes
55 No Yes
56 Yes Yes
63 Yes Yes
66 No No
72 No Yes
75 No Yes
79 Yes Yes
82 Yes No
85 No No
93 Yes No
96 Yes Yes
98 Yes Yes
105 Yes No
107 No No
112 Yes Yes
113 Yes Yes
114 Yes Yes
117 No No
120 Yes Yes
121 Yes Yes
129 Yes Yes
130 No Yes
135 Yes No
136 No Yes
137 No No
141 Yes Yes
142 Yes No
144 Yes Yes
147 Yes No
153 No No
154 No Yes
157 Yes No
162 No Yes
163 Yes No
166 Yes Yes
167 Yes Yes
174 Yes Yes
175 No No
176 Yes No
177 No Yes
181 Yes Yes
183 Yes No
192 Yes Yes
195 Yes Yes
197 Yes Yes
198 Yes No
199 Yes Yes
200 Yes Yes
201 No No
202 Yes No
203 No Yes
204 Yes No
206 Yes No
207 Yes Yes
211 No Yes
216 Yes Yes
217 Yes No
223 Yes Yes
224 Yes Yes
225 No No
227 Yes No
229 No Yes
236 Yes Yes
239 Yes No
243 No No
248 Yes No
252 Yes Yes
254 No Yes
257 Yes No
263 Yes Yes
265 Yes Yes
266 Yes Yes
270 Yes No
276 Yes Yes
277 Yes Yes
278 Yes Yes
279 No Yes
280 Yes Yes
281 Yes Yes
283 Yes No
286 Yes Yes
296 No Yes
307 Yes Yes
308 Yes No
312 Yes Yes
313 Yes Yes
315 Yes Yes
316 Yes Yes
318 No No
320 No Yes
321 Yes Yes
325 Yes Yes
327 Yes No
334 Yes Yes
337 Yes No
344 Yes Yes
346 Yes No
355 Yes Yes
356 Yes No
357 Yes No
360 Yes Yes
366 No No
367 No Yes
376 Yes No
378 No No
382 Yes Yes
383 Yes Yes
386 Yes Yes
387 Yes No
392 Yes No
393 Yes Yes
394 No Yes
395 Yes Yes
397 No Yes
398 Yes YesFilter your data
- Or how about wanting to filter data on either one of these conditions?
Sales CompPrice Income Advertising Population Price ShelveLoc Age Education
1 9.50 138 73 11 276 120 Bad 42 17
4 7.40 117 100 4 466 97 Medium 55 14
5 4.15 141 64 3 340 128 Bad 38 13
7 6.63 115 105 0 45 108 Medium 71 15
8 11.85 136 81 15 425 120 Good 67 10
9 6.54 132 110 0 108 124 Medium 76 10
10 4.69 132 113 0 131 124 Medium 76 17
13 3.98 122 35 2 393 136 Medium 62 18
16 8.71 149 95 5 400 144 Medium 76 18
17 7.58 118 32 0 284 110 Good 63 13
18 12.29 147 74 13 251 131 Good 52 10
20 8.73 129 76 16 58 121 Medium 69 12
21 6.41 125 90 2 367 131 Medium 35 18
23 5.08 128 46 6 497 138 Medium 42 13
24 5.87 121 31 0 292 109 Medium 79 10
27 8.33 107 115 11 496 131 Good 50 11
28 5.27 98 118 0 19 107 Medium 64 17
29 2.99 103 74 0 359 97 Bad 55 11
30 7.81 104 99 15 226 102 Bad 58 17
32 8.25 136 58 16 241 131 Medium 44 18
33 6.20 107 32 12 236 137 Good 64 10
34 8.77 114 38 13 317 128 Good 50 16
35 2.67 115 54 0 406 128 Medium 42 17
38 4.95 121 41 5 412 110 Medium 54 10
39 6.59 109 73 0 454 102 Medium 65 15
40 3.24 130 60 0 144 138 Bad 38 10
41 2.07 119 98 0 18 126 Bad 73 17
42 7.96 157 53 0 403 124 Bad 58 16
44 4.12 123 42 11 16 134 Medium 59 13
45 4.16 85 79 6 325 95 Medium 69 13
46 4.56 141 63 0 168 135 Bad 44 12
48 4.38 126 98 0 173 108 Bad 55 16
49 3.91 116 52 0 349 98 Bad 69 18
50 10.61 157 93 0 51 149 Good 32 17
51 1.42 99 32 18 341 108 Bad 80 16
52 4.42 121 90 0 150 108 Bad 75 16
53 7.91 153 40 3 112 129 Bad 39 18
54 6.92 109 64 13 39 119 Medium 61 17
55 4.90 134 103 13 25 144 Medium 76 17
56 6.85 143 81 5 60 154 Medium 61 18
58 0.91 93 91 0 22 117 Bad 75 11
59 5.42 103 93 15 188 103 Bad 74 16
60 5.21 118 71 4 148 114 Medium 80 13
61 8.32 122 102 19 469 123 Bad 29 13
62 7.32 105 32 0 358 107 Medium 26 13
63 1.82 139 45 0 146 133 Bad 77 17
65 7.80 100 67 12 184 104 Medium 32 16
66 4.90 122 26 0 197 128 Medium 55 13
69 13.39 149 69 20 366 134 Good 60 13
70 7.99 127 59 0 339 99 Medium 65 12
72 6.50 148 51 16 148 150 Medium 58 17
73 5.52 115 45 0 432 116 Medium 25 15
75 6.20 150 68 5 125 136 Medium 64 13
78 7.70 118 71 12 44 89 Medium 67 18
79 4.43 134 48 1 139 145 Medium 65 12
82 7.52 116 72 0 237 128 Good 70 13
83 11.62 151 83 4 325 139 Good 28 17
84 4.42 109 36 7 468 94 Bad 56 11
85 2.23 111 25 0 52 121 Bad 43 18
87 8.70 150 84 9 432 134 Medium 64 15
88 11.70 131 67 7 272 126 Good 54 16
89 6.56 117 42 7 144 111 Medium 62 10
90 7.95 128 66 3 493 119 Medium 45 16
91 5.33 115 22 0 491 103 Medium 64 11
92 4.81 97 46 11 267 107 Medium 80 15
93 4.53 114 113 0 97 125 Medium 29 12
96 5.58 134 25 10 237 148 Medium 59 13
97 9.48 147 42 10 407 132 Good 73 16
98 7.45 161 82 5 287 129 Bad 33 16
99 12.49 122 77 24 382 127 Good 36 16
100 4.88 121 47 3 220 107 Bad 56 16
101 4.11 113 69 11 94 106 Medium 76 12
102 6.20 128 93 0 89 118 Medium 34 18
103 5.30 113 22 0 57 97 Medium 65 16
104 5.07 123 91 0 334 96 Bad 78 17
105 4.62 121 96 0 472 138 Medium 51 12
106 5.55 104 100 8 398 97 Medium 61 11
107 0.16 102 33 0 217 139 Medium 70 18
109 3.47 107 79 2 488 103 Bad 65 16
112 6.62 132 118 12 272 151 Medium 43 14
113 6.67 116 99 5 298 125 Good 62 12
114 6.01 131 29 11 335 127 Bad 33 12
116 8.54 139 35 0 95 129 Medium 42 13
117 5.08 135 75 0 202 128 Medium 80 10
119 7.57 112 88 2 243 99 Medium 62 11
120 7.37 130 94 8 137 128 Medium 64 12
121 6.87 128 105 11 249 131 Medium 63 13
123 6.88 119 100 5 45 108 Medium 75 10
124 8.19 127 103 0 125 155 Good 29 15
125 8.87 131 113 0 181 120 Good 63 14
127 11.27 153 68 2 60 133 Good 59 16
128 6.52 125 48 3 192 116 Medium 51 14
129 4.96 133 100 3 350 126 Bad 55 13
130 4.47 143 120 7 279 147 Bad 40 10
132 6.50 108 69 3 208 94 Medium 77 16
133 9.54 125 87 9 232 136 Good 72 10
134 7.62 132 98 2 265 97 Bad 62 12
135 3.67 132 31 0 327 131 Medium 76 16
136 6.44 96 94 14 384 120 Medium 36 18
137 5.17 131 75 0 10 120 Bad 31 18
138 6.52 128 42 0 436 118 Medium 80 11
141 6.03 133 60 10 277 129 Medium 45 18
142 6.53 140 42 0 331 131 Bad 28 15
143 7.44 124 84 0 300 104 Medium 77 15
144 0.53 122 88 7 36 159 Bad 28 17
145 9.09 132 68 0 264 123 Good 34 11
147 3.90 114 83 0 412 131 Bad 39 14
149 7.56 110 119 0 384 97 Medium 72 14
153 7.64 128 78 0 341 128 Good 45 13
154 5.93 150 36 7 488 150 Medium 25 17
155 6.89 129 69 10 289 110 Medium 50 16
156 7.71 98 72 0 59 69 Medium 65 16
157 7.49 146 34 0 220 157 Good 51 16
161 4.67 111 28 0 486 111 Medium 29 12
162 2.93 143 21 5 81 160 Medium 67 12
163 3.63 122 74 0 424 149 Medium 51 13
164 5.68 130 64 0 40 106 Bad 39 17
165 8.22 148 64 0 58 141 Medium 27 13
166 0.37 147 58 7 100 191 Bad 27 15
167 6.71 119 67 17 151 137 Medium 55 11
168 6.71 106 73 0 216 93 Medium 60 13
169 7.30 129 89 0 425 117 Medium 45 10
174 6.38 135 91 5 207 128 Medium 66 18
175 0.00 139 24 0 358 185 Medium 79 15
176 7.54 115 89 0 38 122 Medium 25 12
177 5.61 138 107 9 480 154 Medium 47 11
180 7.78 144 25 3 70 116 Medium 77 18
181 4.94 137 112 15 434 149 Bad 66 13
182 7.43 121 83 0 79 91 Medium 68 11
183 4.74 137 60 4 230 140 Bad 25 13
184 5.32 118 74 6 426 102 Medium 80 18
188 6.03 117 32 0 142 96 Bad 62 17
192 6.67 156 42 13 170 173 Good 74 14
193 7.56 108 26 0 408 93 Medium 56 14
195 7.23 112 98 18 481 128 Medium 45 11
196 4.19 117 93 4 420 112 Bad 66 11
197 4.10 130 28 6 410 133 Bad 72 16
198 2.52 124 61 0 333 138 Medium 76 16
199 3.62 112 80 5 500 128 Medium 69 10
200 6.42 122 88 5 335 126 Medium 64 14
201 5.56 144 92 0 349 146 Medium 62 12
202 5.94 138 83 0 139 134 Medium 54 18
203 4.10 121 78 4 413 130 Bad 46 10
204 2.05 131 82 0 132 157 Bad 25 14
205 8.74 155 80 0 237 124 Medium 37 14
206 5.68 113 22 1 317 132 Medium 28 12
207 4.97 162 67 0 27 160 Medium 77 17
209 7.78 86 54 0 497 64 Bad 33 12
210 3.02 98 21 11 326 90 Bad 76 11
211 4.36 125 41 2 357 123 Bad 47 14
212 9.39 117 118 14 445 120 Medium 32 15
214 8.23 149 84 5 220 139 Medium 33 10
215 4.83 115 115 3 48 107 Medium 73 18
216 2.34 116 83 15 170 144 Bad 71 11
217 5.73 141 33 0 243 144 Medium 34 17
218 4.34 106 44 0 481 111 Medium 70 14
219 9.70 138 61 12 156 120 Medium 25 14
221 10.59 131 120 15 262 124 Medium 30 10
222 6.43 124 44 0 125 107 Medium 80 11
223 7.49 136 119 6 178 145 Medium 35 13
224 3.45 110 45 9 276 125 Medium 62 14
225 4.10 134 82 0 464 141 Medium 48 13
226 6.68 107 25 0 412 82 Bad 36 14
227 7.80 119 33 0 245 122 Good 56 14
229 5.40 149 73 13 381 163 Bad 26 11
231 5.16 115 60 0 119 114 Bad 38 14
232 8.09 132 69 0 123 122 Medium 27 11
234 8.65 123 76 18 218 120 Medium 29 14
235 9.43 115 62 11 289 129 Good 56 16
236 5.53 126 32 8 95 132 Medium 50 17
238 9.62 151 28 8 499 135 Medium 48 10
239 7.36 121 24 0 200 133 Good 73 13
240 3.89 123 105 0 149 118 Bad 62 16
241 10.31 159 80 0 362 121 Medium 26 18
243 4.68 124 46 0 199 135 Medium 52 14
244 7.82 124 25 13 87 110 Medium 57 10
247 6.90 120 56 20 266 90 Bad 78 18
248 5.04 123 114 0 298 151 Bad 34 16
249 5.36 111 52 0 12 101 Medium 61 11
250 5.05 125 67 0 86 117 Bad 65 11
251 9.16 137 105 10 435 156 Good 72 14
252 3.72 139 111 5 310 132 Bad 62 13
254 5.64 124 24 5 288 122 Medium 57 12
255 9.58 108 104 23 353 129 Good 37 17
256 7.71 123 81 8 198 81 Bad 80 15
257 4.20 147 40 0 277 144 Medium 73 10
259 3.47 108 38 0 251 81 Bad 72 14
260 5.12 123 36 10 467 100 Bad 74 11
261 7.67 129 117 8 400 101 Bad 36 10
262 5.71 121 42 4 188 118 Medium 54 15
263 6.37 120 77 15 86 132 Medium 48 18
264 7.77 116 26 6 434 115 Medium 25 17
265 6.95 128 29 5 324 159 Good 31 15
266 5.31 130 35 10 402 129 Bad 39 17
268 5.83 134 82 7 473 112 Bad 51 12
269 6.53 123 57 0 66 105 Medium 39 11
270 5.01 159 69 0 438 166 Medium 46 17
272 4.55 111 56 0 504 110 Medium 62 16
275 7.22 135 93 2 67 119 Medium 34 11
276 6.67 107 119 11 210 132 Medium 53 11
277 6.93 135 69 14 296 130 Medium 73 15
278 7.80 136 48 12 326 125 Medium 36 16
279 7.22 114 113 2 129 151 Good 40 15
280 3.42 141 57 13 376 158 Medium 64 18
281 2.86 121 86 10 496 145 Bad 51 10
283 7.74 150 96 0 80 154 Good 61 11
284 5.36 135 110 0 112 117 Medium 80 16
285 6.97 106 46 11 414 96 Bad 79 17
286 7.60 146 26 11 261 131 Medium 39 10
287 7.53 117 118 11 429 113 Medium 67 18
288 6.88 95 44 4 208 72 Bad 44 17
289 6.98 116 40 0 74 97 Medium 76 15
290 8.75 143 77 25 448 156 Medium 43 17
292 6.64 118 70 0 106 89 Bad 39 17
296 4.21 118 35 14 502 137 Medium 79 10
297 8.21 127 44 13 160 123 Good 63 18
298 3.07 118 83 13 276 104 Bad 75 10
299 10.98 148 63 0 312 130 Good 63 15
302 7.41 99 93 0 198 87 Medium 57 16
303 5.28 108 77 13 388 110 Bad 74 14
305 11.93 123 98 12 408 134 Good 29 10
306 8.03 115 29 26 394 132 Medium 33 13
307 4.78 131 32 1 85 133 Medium 48 12
308 5.90 138 92 0 13 120 Bad 61 12
309 9.24 126 80 19 436 126 Medium 52 10
311 9.53 175 65 29 419 166 Medium 53 12
312 6.15 146 68 12 328 132 Bad 51 14
313 6.80 137 117 5 337 135 Bad 38 10
315 7.72 133 33 10 333 129 Good 71 14
316 6.39 131 21 8 220 171 Good 29 14
318 6.41 142 30 0 472 136 Good 80 15
319 10.08 116 72 10 456 130 Good 41 14
320 6.97 127 45 19 459 129 Medium 57 11
321 5.86 136 70 12 171 152 Medium 44 18
322 7.52 123 39 5 499 98 Medium 34 15
323 9.16 140 50 10 300 139 Good 60 15
325 2.66 136 65 4 133 150 Bad 53 13
327 4.69 133 30 0 152 122 Medium 53 17
328 6.23 112 38 17 316 104 Medium 80 16
329 3.15 117 66 1 65 111 Bad 55 11
331 4.99 122 59 0 501 112 Bad 32 14
332 10.10 135 63 15 213 134 Medium 32 10
333 5.74 106 33 20 354 104 Medium 61 12
334 5.87 136 60 7 303 147 Medium 41 10
335 7.63 93 117 9 489 83 Bad 42 13
336 6.18 120 70 15 464 110 Medium 72 15
337 5.17 138 35 6 60 143 Bad 28 18
339 5.97 112 24 0 164 101 Medium 45 11
340 11.54 134 44 4 219 126 Good 44 15
341 7.50 140 29 0 105 91 Bad 43 16
342 7.38 98 120 0 268 93 Medium 72 10
343 7.81 137 102 13 422 118 Medium 71 10
344 5.99 117 42 10 371 121 Bad 26 14
345 8.43 138 80 0 108 126 Good 70 13
346 4.81 121 68 0 279 149 Good 79 12
347 8.97 132 107 0 144 125 Medium 33 13
348 6.88 96 39 0 161 112 Good 27 14
353 13.44 133 103 14 288 122 Good 61 17
355 5.30 133 31 1 80 145 Medium 42 18
356 7.02 130 100 0 306 146 Good 42 11
357 3.58 142 109 0 111 164 Good 72 12
359 4.17 123 96 10 71 118 Bad 69 11
360 3.13 130 62 11 396 130 Bad 66 14
363 5.25 131 55 0 26 110 Bad 79 12
365 10.50 122 21 16 488 131 Good 30 14
366 6.53 154 30 0 122 162 Medium 57 17
367 5.98 124 56 11 447 134 Medium 53 12
370 10.26 135 100 22 463 122 Medium 36 14
371 7.68 126 41 22 403 119 Bad 42 12
372 9.08 152 81 0 191 126 Medium 54 16
373 7.80 121 50 0 508 98 Medium 65 11
374 5.58 137 71 0 402 116 Medium 78 17
376 7.90 132 46 4 206 124 Medium 73 11
378 6.81 132 61 0 263 125 Medium 41 12
379 6.11 133 88 3 105 119 Medium 79 12
380 5.81 125 111 0 404 107 Bad 54 15
382 3.90 124 65 21 496 151 Bad 77 13
383 4.95 121 28 19 315 121 Medium 66 14
386 5.87 131 73 13 455 132 Medium 62 17
387 5.32 152 116 0 170 160 Medium 39 16
391 5.47 108 75 9 61 111 Medium 67 12
392 6.10 153 63 0 49 124 Bad 56 16
393 4.53 129 42 13 315 130 Bad 34 13
394 5.57 109 51 10 26 120 Medium 30 17
395 5.35 130 58 19 366 139 Bad 33 16
396 12.57 138 108 17 203 128 Good 33 14
397 6.14 139 23 3 37 120 Medium 55 11
398 7.41 162 26 12 368 159 Medium 40 18
399 5.94 100 79 7 284 95 Bad 50 12
400 9.71 134 37 0 27 120 Good 49 16
Urban US
1 Yes Yes
4 Yes Yes
5 Yes No
7 Yes No
8 Yes Yes
9 No No
10 No Yes
13 Yes No
16 No No
17 Yes No
18 Yes Yes
20 Yes Yes
21 Yes Yes
23 Yes No
24 Yes No
27 No Yes
28 Yes No
29 Yes Yes
30 Yes Yes
32 Yes Yes
33 No Yes
34 Yes Yes
35 Yes Yes
38 Yes Yes
39 Yes No
40 No No
41 No No
42 Yes No
44 Yes Yes
45 Yes Yes
46 Yes Yes
48 Yes No
49 Yes No
50 Yes No
51 Yes Yes
52 Yes No
53 Yes Yes
54 Yes Yes
55 No Yes
56 Yes Yes
58 Yes No
59 Yes Yes
60 Yes No
61 Yes Yes
62 No No
63 Yes Yes
65 No Yes
66 No No
69 Yes Yes
70 Yes No
72 No Yes
73 Yes No
75 No Yes
78 No Yes
79 Yes Yes
82 Yes No
83 Yes Yes
84 Yes Yes
85 No No
87 Yes No
88 No Yes
89 Yes Yes
90 No No
91 No No
92 Yes Yes
93 Yes No
96 Yes Yes
97 No Yes
98 Yes Yes
99 No Yes
100 No Yes
101 No Yes
102 Yes No
103 No No
104 Yes Yes
105 Yes No
106 Yes Yes
107 No No
109 Yes No
112 Yes Yes
113 Yes Yes
114 Yes Yes
116 Yes No
117 No No
119 Yes Yes
120 Yes Yes
121 Yes Yes
123 Yes Yes
124 No Yes
125 Yes No
127 Yes Yes
128 Yes Yes
129 Yes Yes
130 No Yes
132 Yes No
133 Yes Yes
134 Yes Yes
135 Yes No
136 No Yes
137 No No
138 Yes No
141 Yes Yes
142 Yes No
143 Yes No
144 Yes Yes
145 No No
147 Yes No
149 No Yes
153 No No
154 No Yes
155 No Yes
156 Yes No
157 Yes No
161 No No
162 No Yes
163 Yes No
164 No No
165 No Yes
166 Yes Yes
167 Yes Yes
168 Yes No
169 Yes No
174 Yes Yes
175 No No
176 Yes No
177 No Yes
180 Yes Yes
181 Yes Yes
182 Yes No
183 Yes No
184 Yes Yes
188 Yes No
192 Yes Yes
193 No No
195 Yes Yes
196 Yes Yes
197 Yes Yes
198 Yes No
199 Yes Yes
200 Yes Yes
201 No No
202 Yes No
203 No Yes
204 Yes No
205 Yes No
206 Yes No
207 Yes Yes
209 Yes No
210 No Yes
211 No Yes
212 Yes Yes
214 Yes Yes
215 Yes Yes
216 Yes Yes
217 Yes No
218 No No
219 Yes Yes
221 Yes Yes
222 Yes No
223 Yes Yes
224 Yes Yes
225 No No
226 Yes No
227 Yes No
229 No Yes
231 No No
232 No No
234 No Yes
235 No Yes
236 Yes Yes
238 Yes Yes
239 Yes No
240 Yes Yes
241 Yes No
243 No No
244 Yes Yes
247 Yes Yes
248 Yes No
249 Yes Yes
250 Yes No
251 Yes Yes
252 Yes Yes
254 No Yes
255 Yes Yes
256 Yes Yes
257 Yes No
259 No No
260 No Yes
261 Yes Yes
262 Yes Yes
263 Yes Yes
264 Yes Yes
265 Yes Yes
266 Yes Yes
268 No Yes
269 Yes No
270 Yes No
272 Yes No
275 Yes Yes
276 Yes Yes
277 Yes Yes
278 Yes Yes
279 No Yes
280 Yes Yes
281 Yes Yes
283 Yes No
284 No No
285 No No
286 Yes Yes
287 No Yes
288 Yes Yes
289 No No
290 Yes Yes
292 Yes No
296 No Yes
297 Yes Yes
298 Yes Yes
299 Yes No
302 Yes Yes
303 Yes Yes
305 Yes Yes
306 Yes Yes
307 Yes Yes
308 Yes No
309 Yes Yes
311 Yes Yes
312 Yes Yes
313 Yes Yes
315 Yes Yes
316 Yes Yes
318 No No
319 No Yes
320 No Yes
321 Yes Yes
322 Yes No
323 Yes Yes
325 Yes Yes
327 Yes No
328 Yes Yes
329 Yes Yes
331 No No
332 Yes Yes
333 Yes Yes
334 Yes Yes
335 Yes Yes
336 Yes Yes
337 Yes No
339 Yes No
340 Yes Yes
341 Yes No
342 No No
343 No Yes
344 Yes Yes
345 No Yes
346 Yes No
347 No No
348 No No
353 Yes Yes
355 Yes Yes
356 Yes No
357 Yes No
359 Yes Yes
360 Yes Yes
363 Yes Yes
365 Yes Yes
366 No No
367 No Yes
370 Yes Yes
371 Yes Yes
372 Yes No
373 No No
374 Yes No
376 Yes No
378 No No
379 Yes Yes
380 Yes No
382 Yes Yes
383 Yes Yes
386 Yes Yes
387 Yes No
391 Yes Yes
392 Yes No
393 Yes Yes
394 No Yes
395 Yes Yes
396 Yes Yes
397 No Yes
398 Yes Yes
399 Yes Yes
400 Yes Yes- What if you want to filter data when variables are equal to some criteria?
Sales CompPrice Income Advertising Population Price ShelveLoc Age Education
11 9.01 121 78 9 150 100 Bad 26 10
37 8.89 122 76 0 270 100 Good 60 18
245 8.78 130 30 0 391 100 Medium 26 18
260 5.12 123 36 10 467 100 Bad 74 11
Urban US
11 No Yes
37 No No
245 Yes No
260 No Yes- What if you want to filter data when variables are not equal to some criteria?
Sales CompPrice Income Advertising Population Price ShelveLoc Age Education
1 9.50 138 73 11 276 120 Bad 42 17
2 11.22 111 48 16 260 83 Good 65 10
3 10.06 113 35 10 269 80 Medium 59 12
4 7.40 117 100 4 466 97 Medium 55 14
5 4.15 141 64 3 340 128 Bad 38 13
6 10.81 124 113 13 501 72 Bad 78 16
7 6.63 115 105 0 45 108 Medium 71 15
8 11.85 136 81 15 425 120 Good 67 10
9 6.54 132 110 0 108 124 Medium 76 10
10 4.69 132 113 0 131 124 Medium 76 17
12 11.96 117 94 4 503 94 Good 50 13
13 3.98 122 35 2 393 136 Medium 62 18
14 10.96 115 28 11 29 86 Good 53 18
15 11.17 107 117 11 148 118 Good 52 18
16 8.71 149 95 5 400 144 Medium 76 18
17 7.58 118 32 0 284 110 Good 63 13
18 12.29 147 74 13 251 131 Good 52 10
19 13.91 110 110 0 408 68 Good 46 17
20 8.73 129 76 16 58 121 Medium 69 12
21 6.41 125 90 2 367 131 Medium 35 18
22 12.13 134 29 12 239 109 Good 62 18
23 5.08 128 46 6 497 138 Medium 42 13
24 5.87 121 31 0 292 109 Medium 79 10
25 10.14 145 119 16 294 113 Bad 42 12
26 14.90 139 32 0 176 82 Good 54 11
27 8.33 107 115 11 496 131 Good 50 11
28 5.27 98 118 0 19 107 Medium 64 17
29 2.99 103 74 0 359 97 Bad 55 11
30 7.81 104 99 15 226 102 Bad 58 17
31 13.55 125 94 0 447 89 Good 30 12
32 8.25 136 58 16 241 131 Medium 44 18
33 6.20 107 32 12 236 137 Good 64 10
34 8.77 114 38 13 317 128 Good 50 16
35 2.67 115 54 0 406 128 Medium 42 17
36 11.07 131 84 11 29 96 Medium 44 17
38 4.95 121 41 5 412 110 Medium 54 10
39 6.59 109 73 0 454 102 Medium 65 15
40 3.24 130 60 0 144 138 Bad 38 10
41 2.07 119 98 0 18 126 Bad 73 17
42 7.96 157 53 0 403 124 Bad 58 16
43 10.43 77 69 0 25 24 Medium 50 18
44 4.12 123 42 11 16 134 Medium 59 13
45 4.16 85 79 6 325 95 Medium 69 13
46 4.56 141 63 0 168 135 Bad 44 12
47 12.44 127 90 14 16 70 Medium 48 15
48 4.38 126 98 0 173 108 Bad 55 16
49 3.91 116 52 0 349 98 Bad 69 18
50 10.61 157 93 0 51 149 Good 32 17
51 1.42 99 32 18 341 108 Bad 80 16
52 4.42 121 90 0 150 108 Bad 75 16
53 7.91 153 40 3 112 129 Bad 39 18
54 6.92 109 64 13 39 119 Medium 61 17
55 4.90 134 103 13 25 144 Medium 76 17
56 6.85 143 81 5 60 154 Medium 61 18
57 11.91 133 82 0 54 84 Medium 50 17
58 0.91 93 91 0 22 117 Bad 75 11
59 5.42 103 93 15 188 103 Bad 74 16
60 5.21 118 71 4 148 114 Medium 80 13
61 8.32 122 102 19 469 123 Bad 29 13
62 7.32 105 32 0 358 107 Medium 26 13
63 1.82 139 45 0 146 133 Bad 77 17
64 8.47 119 88 10 170 101 Medium 61 13
65 7.80 100 67 12 184 104 Medium 32 16
66 4.90 122 26 0 197 128 Medium 55 13
67 8.85 127 92 0 508 91 Medium 56 18
68 9.01 126 61 14 152 115 Medium 47 16
69 13.39 149 69 20 366 134 Good 60 13
70 7.99 127 59 0 339 99 Medium 65 12
71 9.46 89 81 15 237 99 Good 74 12
72 6.50 148 51 16 148 150 Medium 58 17
73 5.52 115 45 0 432 116 Medium 25 15
74 12.61 118 90 10 54 104 Good 31 11
75 6.20 150 68 5 125 136 Medium 64 13
76 8.55 88 111 23 480 92 Bad 36 16
77 10.64 102 87 10 346 70 Medium 64 15
78 7.70 118 71 12 44 89 Medium 67 18
79 4.43 134 48 1 139 145 Medium 65 12
80 9.14 134 67 0 286 90 Bad 41 13
81 8.01 113 100 16 353 79 Bad 68 11
82 7.52 116 72 0 237 128 Good 70 13
83 11.62 151 83 4 325 139 Good 28 17
84 4.42 109 36 7 468 94 Bad 56 11
85 2.23 111 25 0 52 121 Bad 43 18
86 8.47 125 103 0 304 112 Medium 49 13
87 8.70 150 84 9 432 134 Medium 64 15
88 11.70 131 67 7 272 126 Good 54 16
89 6.56 117 42 7 144 111 Medium 62 10
90 7.95 128 66 3 493 119 Medium 45 16
91 5.33 115 22 0 491 103 Medium 64 11
92 4.81 97 46 11 267 107 Medium 80 15
93 4.53 114 113 0 97 125 Medium 29 12
94 8.86 145 30 0 67 104 Medium 55 17
95 8.39 115 97 5 134 84 Bad 55 11
96 5.58 134 25 10 237 148 Medium 59 13
97 9.48 147 42 10 407 132 Good 73 16
98 7.45 161 82 5 287 129 Bad 33 16
99 12.49 122 77 24 382 127 Good 36 16
100 4.88 121 47 3 220 107 Bad 56 16
101 4.11 113 69 11 94 106 Medium 76 12
102 6.20 128 93 0 89 118 Medium 34 18
103 5.30 113 22 0 57 97 Medium 65 16
104 5.07 123 91 0 334 96 Bad 78 17
105 4.62 121 96 0 472 138 Medium 51 12
106 5.55 104 100 8 398 97 Medium 61 11
107 0.16 102 33 0 217 139 Medium 70 18
108 8.55 134 107 0 104 108 Medium 60 12
109 3.47 107 79 2 488 103 Bad 65 16
110 8.98 115 65 0 217 90 Medium 60 17
111 9.00 128 62 7 125 116 Medium 43 14
112 6.62 132 118 12 272 151 Medium 43 14
113 6.67 116 99 5 298 125 Good 62 12
114 6.01 131 29 11 335 127 Bad 33 12
115 9.31 122 87 9 17 106 Medium 65 13
116 8.54 139 35 0 95 129 Medium 42 13
117 5.08 135 75 0 202 128 Medium 80 10
118 8.80 145 53 0 507 119 Medium 41 12
119 7.57 112 88 2 243 99 Medium 62 11
120 7.37 130 94 8 137 128 Medium 64 12
121 6.87 128 105 11 249 131 Medium 63 13
122 11.67 125 89 10 380 87 Bad 28 10
123 6.88 119 100 5 45 108 Medium 75 10
124 8.19 127 103 0 125 155 Good 29 15
125 8.87 131 113 0 181 120 Good 63 14
126 9.34 89 78 0 181 49 Medium 43 15
127 11.27 153 68 2 60 133 Good 59 16
128 6.52 125 48 3 192 116 Medium 51 14
129 4.96 133 100 3 350 126 Bad 55 13
130 4.47 143 120 7 279 147 Bad 40 10
131 8.41 94 84 13 497 77 Medium 51 12
132 6.50 108 69 3 208 94 Medium 77 16
133 9.54 125 87 9 232 136 Good 72 10
134 7.62 132 98 2 265 97 Bad 62 12
135 3.67 132 31 0 327 131 Medium 76 16
136 6.44 96 94 14 384 120 Medium 36 18
137 5.17 131 75 0 10 120 Bad 31 18
138 6.52 128 42 0 436 118 Medium 80 11
139 10.27 125 103 12 371 109 Medium 44 10
140 12.30 146 62 10 310 94 Medium 30 13
141 6.03 133 60 10 277 129 Medium 45 18
142 6.53 140 42 0 331 131 Bad 28 15
143 7.44 124 84 0 300 104 Medium 77 15
144 0.53 122 88 7 36 159 Bad 28 17
145 9.09 132 68 0 264 123 Good 34 11
146 8.77 144 63 11 27 117 Medium 47 17
147 3.90 114 83 0 412 131 Bad 39 14
148 10.51 140 54 9 402 119 Good 41 16
149 7.56 110 119 0 384 97 Medium 72 14
150 11.48 121 120 13 140 87 Medium 56 11
151 10.49 122 84 8 176 114 Good 57 10
152 10.77 111 58 17 407 103 Good 75 17
153 7.64 128 78 0 341 128 Good 45 13
154 5.93 150 36 7 488 150 Medium 25 17
155 6.89 129 69 10 289 110 Medium 50 16
156 7.71 98 72 0 59 69 Medium 65 16
157 7.49 146 34 0 220 157 Good 51 16
158 10.21 121 58 8 249 90 Medium 48 13
159 12.53 142 90 1 189 112 Good 39 10
160 9.32 119 60 0 372 70 Bad 30 18
161 4.67 111 28 0 486 111 Medium 29 12
162 2.93 143 21 5 81 160 Medium 67 12
163 3.63 122 74 0 424 149 Medium 51 13
164 5.68 130 64 0 40 106 Bad 39 17
165 8.22 148 64 0 58 141 Medium 27 13
166 0.37 147 58 7 100 191 Bad 27 15
167 6.71 119 67 17 151 137 Medium 55 11
168 6.71 106 73 0 216 93 Medium 60 13
169 7.30 129 89 0 425 117 Medium 45 10
170 11.48 104 41 15 492 77 Good 73 18
171 8.01 128 39 12 356 118 Medium 71 10
172 12.49 93 106 12 416 55 Medium 75 15
173 9.03 104 102 13 123 110 Good 35 16
174 6.38 135 91 5 207 128 Medium 66 18
175 0.00 139 24 0 358 185 Medium 79 15
176 7.54 115 89 0 38 122 Medium 25 12
177 5.61 138 107 9 480 154 Medium 47 11
178 10.48 138 72 0 148 94 Medium 27 17
179 10.66 104 71 14 89 81 Medium 25 14
180 7.78 144 25 3 70 116 Medium 77 18
181 4.94 137 112 15 434 149 Bad 66 13
182 7.43 121 83 0 79 91 Medium 68 11
183 4.74 137 60 4 230 140 Bad 25 13
184 5.32 118 74 6 426 102 Medium 80 18
185 9.95 132 33 7 35 97 Medium 60 11
186 10.07 130 100 11 449 107 Medium 64 10
187 8.68 120 51 0 93 86 Medium 46 17
188 6.03 117 32 0 142 96 Bad 62 17
189 8.07 116 37 0 426 90 Medium 76 15
190 12.11 118 117 18 509 104 Medium 26 15
191 8.79 130 37 13 297 101 Medium 37 13
192 6.67 156 42 13 170 173 Good 74 14
193 7.56 108 26 0 408 93 Medium 56 14
194 13.28 139 70 7 71 96 Good 61 10
195 7.23 112 98 18 481 128 Medium 45 11
196 4.19 117 93 4 420 112 Bad 66 11
197 4.10 130 28 6 410 133 Bad 72 16
198 2.52 124 61 0 333 138 Medium 76 16
199 3.62 112 80 5 500 128 Medium 69 10
200 6.42 122 88 5 335 126 Medium 64 14
201 5.56 144 92 0 349 146 Medium 62 12
202 5.94 138 83 0 139 134 Medium 54 18
203 4.10 121 78 4 413 130 Bad 46 10
204 2.05 131 82 0 132 157 Bad 25 14
205 8.74 155 80 0 237 124 Medium 37 14
206 5.68 113 22 1 317 132 Medium 28 12
207 4.97 162 67 0 27 160 Medium 77 17
208 8.19 111 105 0 466 97 Bad 61 10
209 7.78 86 54 0 497 64 Bad 33 12
210 3.02 98 21 11 326 90 Bad 76 11
211 4.36 125 41 2 357 123 Bad 47 14
212 9.39 117 118 14 445 120 Medium 32 15
213 12.04 145 69 19 501 105 Medium 45 11
214 8.23 149 84 5 220 139 Medium 33 10
215 4.83 115 115 3 48 107 Medium 73 18
216 2.34 116 83 15 170 144 Bad 71 11
217 5.73 141 33 0 243 144 Medium 34 17
218 4.34 106 44 0 481 111 Medium 70 14
219 9.70 138 61 12 156 120 Medium 25 14
220 10.62 116 79 19 359 116 Good 58 17
221 10.59 131 120 15 262 124 Medium 30 10
222 6.43 124 44 0 125 107 Medium 80 11
223 7.49 136 119 6 178 145 Medium 35 13
224 3.45 110 45 9 276 125 Medium 62 14
225 4.10 134 82 0 464 141 Medium 48 13
226 6.68 107 25 0 412 82 Bad 36 14
227 7.80 119 33 0 245 122 Good 56 14
228 8.69 113 64 10 68 101 Medium 57 16
229 5.40 149 73 13 381 163 Bad 26 11
230 11.19 98 104 0 404 72 Medium 27 18
231 5.16 115 60 0 119 114 Bad 38 14
232 8.09 132 69 0 123 122 Medium 27 11
233 13.14 137 80 10 24 105 Good 61 15
234 8.65 123 76 18 218 120 Medium 29 14
235 9.43 115 62 11 289 129 Good 56 16
236 5.53 126 32 8 95 132 Medium 50 17
237 9.32 141 34 16 361 108 Medium 69 10
238 9.62 151 28 8 499 135 Medium 48 10
239 7.36 121 24 0 200 133 Good 73 13
240 3.89 123 105 0 149 118 Bad 62 16
241 10.31 159 80 0 362 121 Medium 26 18
242 12.01 136 63 0 160 94 Medium 38 12
243 4.68 124 46 0 199 135 Medium 52 14
244 7.82 124 25 13 87 110 Medium 57 10
246 10.00 114 43 0 199 88 Good 57 10
247 6.90 120 56 20 266 90 Bad 78 18
248 5.04 123 114 0 298 151 Bad 34 16
249 5.36 111 52 0 12 101 Medium 61 11
250 5.05 125 67 0 86 117 Bad 65 11
251 9.16 137 105 10 435 156 Good 72 14
252 3.72 139 111 5 310 132 Bad 62 13
253 8.31 133 97 0 70 117 Medium 32 16
254 5.64 124 24 5 288 122 Medium 57 12
255 9.58 108 104 23 353 129 Good 37 17
256 7.71 123 81 8 198 81 Bad 80 15
257 4.20 147 40 0 277 144 Medium 73 10
258 8.67 125 62 14 477 112 Medium 80 13
259 3.47 108 38 0 251 81 Bad 72 14
261 7.67 129 117 8 400 101 Bad 36 10
262 5.71 121 42 4 188 118 Medium 54 15
263 6.37 120 77 15 86 132 Medium 48 18
264 7.77 116 26 6 434 115 Medium 25 17
265 6.95 128 29 5 324 159 Good 31 15
266 5.31 130 35 10 402 129 Bad 39 17
267 9.10 128 93 12 343 112 Good 73 17
268 5.83 134 82 7 473 112 Bad 51 12
269 6.53 123 57 0 66 105 Medium 39 11
270 5.01 159 69 0 438 166 Medium 46 17
271 11.99 119 26 0 284 89 Good 26 10
272 4.55 111 56 0 504 110 Medium 62 16
273 12.98 113 33 0 14 63 Good 38 12
274 10.04 116 106 8 244 86 Medium 58 12
275 7.22 135 93 2 67 119 Medium 34 11
276 6.67 107 119 11 210 132 Medium 53 11
277 6.93 135 69 14 296 130 Medium 73 15
278 7.80 136 48 12 326 125 Medium 36 16
279 7.22 114 113 2 129 151 Good 40 15
280 3.42 141 57 13 376 158 Medium 64 18
281 2.86 121 86 10 496 145 Bad 51 10
282 11.19 122 69 7 303 105 Good 45 16
283 7.74 150 96 0 80 154 Good 61 11
284 5.36 135 110 0 112 117 Medium 80 16
285 6.97 106 46 11 414 96 Bad 79 17
286 7.60 146 26 11 261 131 Medium 39 10
287 7.53 117 118 11 429 113 Medium 67 18
288 6.88 95 44 4 208 72 Bad 44 17
289 6.98 116 40 0 74 97 Medium 76 15
290 8.75 143 77 25 448 156 Medium 43 17
291 9.49 107 111 14 400 103 Medium 41 11
292 6.64 118 70 0 106 89 Bad 39 17
293 11.82 113 66 16 322 74 Good 76 15
294 11.28 123 84 0 74 89 Good 59 10
295 12.66 148 76 3 126 99 Good 60 11
296 4.21 118 35 14 502 137 Medium 79 10
297 8.21 127 44 13 160 123 Good 63 18
298 3.07 118 83 13 276 104 Bad 75 10
299 10.98 148 63 0 312 130 Good 63 15
300 9.40 135 40 17 497 96 Medium 54 17
301 8.57 116 78 1 158 99 Medium 45 11
302 7.41 99 93 0 198 87 Medium 57 16
303 5.28 108 77 13 388 110 Bad 74 14
304 10.01 133 52 16 290 99 Medium 43 11
305 11.93 123 98 12 408 134 Good 29 10
306 8.03 115 29 26 394 132 Medium 33 13
307 4.78 131 32 1 85 133 Medium 48 12
308 5.90 138 92 0 13 120 Bad 61 12
309 9.24 126 80 19 436 126 Medium 52 10
310 11.18 131 111 13 33 80 Bad 68 18
311 9.53 175 65 29 419 166 Medium 53 12
312 6.15 146 68 12 328 132 Bad 51 14
313 6.80 137 117 5 337 135 Bad 38 10
314 9.33 103 81 3 491 54 Medium 66 13
315 7.72 133 33 10 333 129 Good 71 14
316 6.39 131 21 8 220 171 Good 29 14
317 15.63 122 36 5 369 72 Good 35 10
318 6.41 142 30 0 472 136 Good 80 15
319 10.08 116 72 10 456 130 Good 41 14
320 6.97 127 45 19 459 129 Medium 57 11
321 5.86 136 70 12 171 152 Medium 44 18
322 7.52 123 39 5 499 98 Medium 34 15
323 9.16 140 50 10 300 139 Good 60 15
324 10.36 107 105 18 428 103 Medium 34 12
325 2.66 136 65 4 133 150 Bad 53 13
326 11.70 144 69 11 131 104 Medium 47 11
327 4.69 133 30 0 152 122 Medium 53 17
328 6.23 112 38 17 316 104 Medium 80 16
329 3.15 117 66 1 65 111 Bad 55 11
330 11.27 100 54 9 433 89 Good 45 12
331 4.99 122 59 0 501 112 Bad 32 14
332 10.10 135 63 15 213 134 Medium 32 10
333 5.74 106 33 20 354 104 Medium 61 12
334 5.87 136 60 7 303 147 Medium 41 10
335 7.63 93 117 9 489 83 Bad 42 13
336 6.18 120 70 15 464 110 Medium 72 15
337 5.17 138 35 6 60 143 Bad 28 18
338 8.61 130 38 0 283 102 Medium 80 15
339 5.97 112 24 0 164 101 Medium 45 11
340 11.54 134 44 4 219 126 Good 44 15
341 7.50 140 29 0 105 91 Bad 43 16
342 7.38 98 120 0 268 93 Medium 72 10
343 7.81 137 102 13 422 118 Medium 71 10
344 5.99 117 42 10 371 121 Bad 26 14
345 8.43 138 80 0 108 126 Good 70 13
346 4.81 121 68 0 279 149 Good 79 12
347 8.97 132 107 0 144 125 Medium 33 13
348 6.88 96 39 0 161 112 Good 27 14
349 12.57 132 102 20 459 107 Good 49 11
350 9.32 134 27 18 467 96 Medium 49 14
351 8.64 111 101 17 266 91 Medium 63 17
352 10.44 124 115 16 458 105 Medium 62 16
353 13.44 133 103 14 288 122 Good 61 17
354 9.45 107 67 12 430 92 Medium 35 12
355 5.30 133 31 1 80 145 Medium 42 18
356 7.02 130 100 0 306 146 Good 42 11
357 3.58 142 109 0 111 164 Good 72 12
358 13.36 103 73 3 276 72 Medium 34 15
359 4.17 123 96 10 71 118 Bad 69 11
360 3.13 130 62 11 396 130 Bad 66 14
361 8.77 118 86 7 265 114 Good 52 15
362 8.68 131 25 10 183 104 Medium 56 15
363 5.25 131 55 0 26 110 Bad 79 12
364 10.26 111 75 1 377 108 Good 25 12
365 10.50 122 21 16 488 131 Good 30 14
366 6.53 154 30 0 122 162 Medium 57 17
367 5.98 124 56 11 447 134 Medium 53 12
368 14.37 95 106 0 256 53 Good 52 17
369 10.71 109 22 10 348 79 Good 74 14
370 10.26 135 100 22 463 122 Medium 36 14
371 7.68 126 41 22 403 119 Bad 42 12
372 9.08 152 81 0 191 126 Medium 54 16
373 7.80 121 50 0 508 98 Medium 65 11
374 5.58 137 71 0 402 116 Medium 78 17
375 9.44 131 47 7 90 118 Medium 47 12
376 7.90 132 46 4 206 124 Medium 73 11
377 16.27 141 60 19 319 92 Good 44 11
378 6.81 132 61 0 263 125 Medium 41 12
379 6.11 133 88 3 105 119 Medium 79 12
380 5.81 125 111 0 404 107 Bad 54 15
381 9.64 106 64 10 17 89 Medium 68 17
382 3.90 124 65 21 496 151 Bad 77 13
383 4.95 121 28 19 315 121 Medium 66 14
384 9.35 98 117 0 76 68 Medium 63 10
385 12.85 123 37 15 348 112 Good 28 12
386 5.87 131 73 13 455 132 Medium 62 17
387 5.32 152 116 0 170 160 Medium 39 16
388 8.67 142 73 14 238 115 Medium 73 14
389 8.14 135 89 11 245 78 Bad 79 16
390 8.44 128 42 8 328 107 Medium 35 12
391 5.47 108 75 9 61 111 Medium 67 12
392 6.10 153 63 0 49 124 Bad 56 16
393 4.53 129 42 13 315 130 Bad 34 13
394 5.57 109 51 10 26 120 Medium 30 17
395 5.35 130 58 19 366 139 Bad 33 16
396 12.57 138 108 17 203 128 Good 33 14
397 6.14 139 23 3 37 120 Medium 55 11
398 7.41 162 26 12 368 159 Medium 40 18
399 5.94 100 79 7 284 95 Bad 50 12
400 9.71 134 37 0 27 120 Good 49 16
Urban US
1 Yes Yes
2 Yes Yes
3 Yes Yes
4 Yes Yes
5 Yes No
6 No Yes
7 Yes No
8 Yes Yes
9 No No
10 No Yes
12 Yes Yes
13 Yes No
14 Yes Yes
15 Yes Yes
16 No No
17 Yes No
18 Yes Yes
19 No Yes
20 Yes Yes
21 Yes Yes
22 No Yes
23 Yes No
24 Yes No
25 Yes Yes
26 No No
27 No Yes
28 Yes No
29 Yes Yes
30 Yes Yes
31 Yes No
32 Yes Yes
33 No Yes
34 Yes Yes
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36 No Yes
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39 Yes No
40 No No
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42 Yes No
43 Yes No
44 Yes Yes
45 Yes Yes
46 Yes Yes
47 No Yes
48 Yes No
49 Yes No
50 Yes No
51 Yes Yes
52 Yes No
53 Yes Yes
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55 No Yes
56 Yes Yes
57 Yes No
58 Yes No
59 Yes Yes
60 Yes No
61 Yes Yes
62 No No
63 Yes Yes
64 Yes Yes
65 No Yes
66 No No
67 Yes No
68 Yes Yes
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70 Yes No
71 Yes Yes
72 No Yes
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78 No Yes
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80 Yes No
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85 No No
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90 No No
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95 Yes Yes
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97 No Yes
98 Yes Yes
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106 Yes Yes
107 No No
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111 Yes Yes
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116 Yes No
117 No No
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124 No Yes
125 Yes No
126 No No
127 Yes Yes
128 Yes Yes
129 Yes Yes
130 No Yes
131 Yes Yes
132 Yes No
133 Yes Yes
134 Yes Yes
135 Yes No
136 No Yes
137 No No
138 Yes No
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140 No Yes
141 Yes Yes
142 Yes No
143 Yes No
144 Yes Yes
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146 Yes Yes
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148 No Yes
149 No Yes
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156 Yes No
157 Yes No
158 No Yes
159 No Yes
160 No No
161 No No
162 No Yes
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164 No No
165 No Yes
166 Yes Yes
167 Yes Yes
168 Yes No
169 Yes No
170 Yes Yes
171 Yes Yes
172 Yes Yes
173 Yes Yes
174 Yes Yes
175 No No
176 Yes No
177 No Yes
178 Yes Yes
179 No Yes
180 Yes Yes
181 Yes Yes
182 Yes No
183 Yes No
184 Yes Yes
185 No Yes
186 Yes Yes
187 No No
188 Yes No
189 Yes No
190 No Yes
191 No Yes
192 Yes Yes
193 No No
194 Yes Yes
195 Yes Yes
196 Yes Yes
197 Yes Yes
198 Yes No
199 Yes Yes
200 Yes Yes
201 No No
202 Yes No
203 No Yes
204 Yes No
205 Yes No
206 Yes No
207 Yes Yes
208 No No
209 Yes No
210 No Yes
211 No Yes
212 Yes Yes
213 Yes Yes
214 Yes Yes
215 Yes Yes
216 Yes Yes
217 Yes No
218 No No
219 Yes Yes
220 Yes Yes
221 Yes Yes
222 Yes No
223 Yes Yes
224 Yes Yes
225 No No
226 Yes No
227 Yes No
228 Yes Yes
229 No Yes
230 No No
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233 Yes Yes
234 No Yes
235 No Yes
236 Yes Yes
237 Yes Yes
238 Yes Yes
239 Yes No
240 Yes Yes
241 Yes No
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246 No Yes
247 Yes Yes
248 Yes No
249 Yes Yes
250 Yes No
251 Yes Yes
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253 Yes No
254 No Yes
255 Yes Yes
256 Yes Yes
257 Yes No
258 Yes Yes
259 No No
261 Yes Yes
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267 No Yes
268 No Yes
269 Yes No
270 Yes No
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278 Yes Yes
279 No Yes
280 Yes Yes
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282 No Yes
283 Yes No
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286 Yes Yes
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289 No No
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296 No Yes
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299 Yes No
300 No Yes
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308 Yes No
309 Yes Yes
310 Yes Yes
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313 Yes Yes
314 Yes No
315 Yes Yes
316 Yes Yes
317 Yes Yes
318 No No
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321 Yes Yes
322 Yes No
323 Yes Yes
324 Yes Yes
325 Yes Yes
326 Yes Yes
327 Yes No
328 Yes Yes
329 Yes Yes
330 Yes Yes
331 No No
332 Yes Yes
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337 Yes No
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349 Yes Yes
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355 Yes Yes
356 Yes No
357 Yes No
358 Yes Yes
359 Yes Yes
360 Yes Yes
361 No Yes
362 No Yes
363 Yes Yes
364 Yes No
365 Yes Yes
366 No No
367 No Yes
368 Yes No
369 No Yes
370 Yes Yes
371 Yes Yes
372 Yes No
373 No No
374 Yes No
375 Yes Yes
376 Yes No
377 Yes Yes
378 No No
379 Yes Yes
380 Yes No
381 Yes Yes
382 Yes Yes
383 Yes Yes
384 Yes No
385 Yes Yes
386 Yes Yes
387 Yes No
388 No Yes
389 Yes Yes
390 Yes Yes
391 Yes Yes
392 Yes No
393 Yes Yes
394 No Yes
395 Yes Yes
396 Yes Yes
397 No Yes
398 Yes Yes
399 Yes Yes
400 Yes YesYour Turn!
- Load the
Creditdata fromISLR2package - Select only the variables
Income,Rating,Balance,LimitandCardsfromCreditdataset and save the results as a new dataframe calledCredit_selected - In
Credit_selected, arrange the dataset in descending order ofIncomeand save this asCredit_arranged - Next, rename
RatingasCredit_Ratingand save asCredit_renamed - From
Credit_renamed, create two new variable such that”Balance_Cardby dividing theBalancebyCardsfromCredit_renamedRemainingby subtractingIncomefromLimitSave the results asCredit_mutate
- From
Credit_mutate, filter observations whereLimitis between 5,000 to 10,000
Let’s Make Things Easier!
- You need to update and make a new dataframe everytime you want to make changes
- Tiring, right?
- Fortunately, we have “pipe”
- Written as
%>%or|> - Depends on a stepwise logic
- Also reduces possibility of any error
Pipe Operator
Without Pipe
Credit_selected <- select(
Credit, Income, Rating, Balance, Cards, Limit
)
Credit_arranged <- arrange(
Credit_selected, -Income
)
Credit_renamed <- rename(
Credit_arranged, "Credit_Rating" = "Rating"
)
Credit_mutate <- mutate(
Credit_renamed, "Balance_Card" = Balance/Cards,
"Remaining" = Limit - Income
)
Credit_filter <- filter(
Credit_mutate, Limit>= 5000 & Limit <= 10000
)Group By and Summarise
Task - You want to find the mean amount of sales based on the shelving location from Carseats dataset
Solution - group_by() and summarise() function